{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基于轮廓系数选择n_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm # colormap\n",
    "import numpy as np\n",
    "from sklearn.datasets import make_blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = make_blobs(n_samples=500, n_features=2, centers=4, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_clusters = 2 The average silhouette_score is : 0.7049787496083262\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_clusters = 3 The average silhouette_score is : 0.5882004012129721\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_clusters = 4 The average silhouette_score is : 0.6505186632729437\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_clusters = 5 The average silhouette_score is : 0.5745566973301872\n"
     ]
    },
    {
     "data": {
      "image/png": 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0G/i6juFOwczQe001Cwcq81n43s7MBoQ4DsKXqIN//R2UXexvab5BrQwqXLCGO0xzwt+v8NXkBznnBuFP4P4WuZjMD99NKsSTH/kd7fcZZSc/z0TvGuBbtr89yTTG7mg86pzrDRyCP7mpjt0oO0Hq65wbSIq1O8JdpIfC32vxz3IuBKKv8hsCvOycO9c5NwS4OXTfJ0nWg4H3nHMXOef2wc8PgB2rUWMjtj40Ao4BMLM++Lv3ULY+VJtz7lL83SrwhRrjzaxxkkHuCd9z8YUn8cQa8cwCRkTWjT3xj9GMCfNiu5DuOudcP+AEqnlRambb+clxNzjnjsKf6ObjT8yHJhgsuh6PiNWgMN8gXJcko4ttf91C+lYVx2FmWwA74Kva/945twtld1lj609tbF8baxZlBRLHmNcUOCyFYWPtToC/wMDMmkWGnVrFWi0bMN9Y3tfOuUudcwcCR4Ve7fHzu9r7hGo4xMwahwLko0O3tfjq0vHEtgsH/D6yTPfGL9OXEgwXvfA7FkpriFVcr2OFawAHOucGALfGyS/RetcDf0EPcLpzblfK3uSTionhO7bP+wD4H/7c86zQ7V2SK43NzCoej9Ip9irGLmZ2XKyjmSUr9I0WysdqlRxVMZGZ7Qgsds5d7Zw7jLJjZFMg1jhkbL7E1reY6q5TsXGnsp+KZwv8tpbss00l477ezNpEOp0Q+T0n2bAiUrNUQCCSuj8AH5tv5Xu6mc3Fl6xDqD5bCx7AX6Qa8D8z+4qyi7BZwKjw+53wnYO/QzuV+BdBV4Tvw4GFofrgAvzB9+JIuljBx9HmW3CPjSfWABjAU2b2sZkND9WvYyX9t4RWk6eZ2a/4i9YDkkxjrHr8mWb2dRhHbpL0yUyP/P7SzL4B/lKF4UfhT7xiJ6JjKlzAjAZ+C48XfIEvSKg43opuAZaZb5H6c+Dh0H0+vgp9VTyDL9wBeDbMr0/xF71LSX4XOmXOuWvwz7KCPyl8I1zYxUs7EWiLv/hKdLH3DH6dNOAj8y3Kf4N/Pvl1/N3FXyl7tdX15ls2n4J/hKE6hgKzwqMrscbrYgUdcZeXc24OZY+a/A5fRXc6fhsclmRcse1vdzP7JORf8c7glvgq1svC/mMmZSfcsXhqY/vaKM65fPwz0eALpX7A10DqkMKws4HHw9/zzWxWGHY7/KNFSVubT9FFwCLzLa1/TtnjC2vw83Nj9wlV0RG/L/2BUICHv9DKT5D+fnxDbM2AGWG9+B7/CNkLlF2clxPma+xC72Iz+xZf+6niBfTXlG0/b4Rt6j42tARfuwL8+vWJmV0YpmNN6P7PsC3Ee6NJIrELy+Yhjo8pq+7eNHxPrCSPmZHfX4dtomsVYqgtD1D2uMlzZva9mc3G17JI5Ht8w38Ad5rZu5QVSkcdB8wPj8x8Tlmtq9gjAFA2X9oCM8N8yaOa61REKvupDTjnJjrnrJLPyErGfR3wS5iXsyh7FGgRev2lyCalAgKR1F2Db39gCb70f2v8Af9mfOvrNS7c9R+EvzBdjr+jswR/sBwcngXGOTchxLcAXw1wJnFOvp1zz+Grt/8XX5jQE3+H6wXK34W8Bn8yV4R/hKJvGH4Z/oR8Hr4Ww274+QBwQeg3DX+SsS3+wuohkt+1OBV/IrkWfwE3guQX3Ak5594CLsfPhzz8fDivCsMvp3xhz5MVkjyOr/reGv+IwRJ8NcgTSOw5/EV8M/x8XIVfjw4OtRZS5vwz8UMpKzjaHn8C/xwwyDk3P8ngVeKc+yv+WW7wNScmxKsOG9Iudf7Z8kR5FeIvsO/EX0Bthz+x/Rq4EfgqzItj8HfL1+MLPU6m/LPkVfEFvqG4Qvx63ix0OyOsJ4lcBPwppG2MbxDuG8o/e13R3/CPyizHF3Y8jW99O2oZvgBqYUjTGX8Beyu+FkVtbV814Rr8hceKENcLlF34V3zcoaJz8BfkM/AX0I3w2/sBzrn/1EBsr+GfYW+E377WAW/jt6/lG7tPqKJ78YVhzfGPJTxEkkIQ55+ZH4Tfny/Gr6db4LeBqyh79CaeM/HrWD7+efOHCO0RRPKfCZyOL5TJwRcinkgFYds7C1/onIe/S93ZOfcbvobCDPz5YhFljwakIlo7YJpzbrVz7hfKtiUHvF9JHuPxF4rL8NvMbpQV9KVN2FYH4Qt85+G36S3wBZ6JhikGjsfvWzLxy+2YOEnfC/kY/rG0LPzbZY4JyxT89vcSfpvcHj9fMjdynYIU9lO16Gr8dG6BL4CchS8Y7R/OhURkE7Eqnp+KiDRo5t+ffgfwWaiOLLJZM7OtgLXOuRXhfx7+gqM3MMk5t0c640s38w3BAVyfwl1SERGROk2NFIqIAGZ2NP7u2sGh021pDEekLtkd307EZ/gaMAPwNRuKKXsURaTBMLNDKXuErKLXQg0rEZEGSQUEIiLejvhXFi4FbnXOvZjmeETqih/xDQ7uiK8+/yu+LZRbnHOT0hmYSC1pS9nbGiqamaC7iEiDoEcMRERERERERESNFIqIiIiIiIiICghEREREREREBBUQiIiIiIiIiAgqIBARERERERERVEAgIiIiIiIiIqiAQERERERERERQAYGIiIiIiIiIoAICEREREREREUEFBCIiIiIiIiKCCghEREREREREBBUQiIiIiIiIiAgqIBARERERERERVEAgIiIiIiIiIqiAQERERERERERQAYGIiIiIiIiIoAICEREREREREUEFBCIiIiIiIiKCCghEREREREREBBUQiIiIiIiIiAgqIBARERERERERVECwWTOzkWY2ppbHMcTMvo38n2Nm+22q8dcFZjbMzObXYH6Dzex7M1ttZr+rqXwrjKN0OdUlZnaymU1IdxwAZnaqmX2Q7jhERDZHm+ocwsyuMrPHankcT5jZjeF3ufOmGhxHWo6fVT1nMbMuZubMLKuW45poZmfW5jhqQ1XOz3SeItWlAoIGLOyMY58SMyuI/D95U8TgnPufc67HphhXqqIH4ki3OnFBHC+2OG4A7nfONXXOvbKJxlknOOeeds4dkO44alI4Eeqe7jhEROqSunAOA+Ccu9k5t8kuJGvivCneRXYaj59Jz1nqyvlXdTSkC/DN5aadpEYFBA1Y2Bk3dc41BX4CDo90ezrd8Um1dQa+rs6AtV0iX5vqc+y1RfNERBoqncM0GNU+Z2nodAyXukoFBJJjZk+Z2Soz+9rM+sd6mFl7M3vJzJaY2Y9mdlGiTMzsEDObEfL52cwuDd0rq16fbPw9QxWw5aHfEZF+5aqGVSzFNbMdzOwtM/vVzL41s+NC97OBk4HLwl2IcWY2GugEjAvdLgtpB5nZR2H808xsWJLpn2NmV4Z58JuZjTKz3ARp405XvNjiDDsb6BqJtVFYTq+GaZ1lZmdF0o80sxfNbIyZrQROrZBfsnH2M7PpZrbCzJ6LTo+ZHWZmU8M0fGRmOyaY1n+Y2e0Vuv3bzP4v/L7CzGaH5T/DzI6KpDvVzD40s7vM7FdgZJzlvIeZfRZi/MzM9qiwTPaL/C8tHTez3DBPloVp+MzMtkowDR3N7F9hO1hmZvfHSbPB3ZroOmpm3c3svRDnUjN7LnR/PySfFub/8ZXN3zBdl5vZdGCNmWWF/z+H+fitme0bb1pERBqYjT6HCcf6RWaWGel2VNjHpnzsSHbMCf9fCONZYWbvm1nvBPGUnjeZ2fFWviZFoZlNDP0ONbMvzGylmc0zs5GRbGLHluVhuN2rePycaGZ/DcfgVWY2wczaJFoIZnaW+fOPX82fj7QP3Tc4Z6kwXNzzr+BkM/spHDOvjgyTYWXnDsvM7Hkza5UktiPD8XRlGOagOGkqLqtyx/Qw734I8+JH849r9AT+AeweYl8e0jYys9tD7L+YPw/KC/2Gmdn8cMxeBIyqbHrM7A9mNjf0u5okzKx1mP8rzexToFuF/veEdWWlmX1uZkNC94OAq4DY+jYtdD/NzL4J0/2DmZ2TbPzSgDjn9NkMPsAcYL8K3UYCa4FDgEzgb8DHoV8G8DlwHZCD38H/AByYIP+FwJDwuyWwS/g9DJgfL45Kxp8NzMLvsHKAfYBVQI/QfyJwZiTfU4EPwu8mwDzgNCAL2AVYCvQO/Z8Abkw2f4AOwLIQWwawf/jfNsn8/QroCLQCPoyNIzoPUpiuDWKrbFkC7wEPArlAP2AJsG9kHq8DfhemIy9Ofonmx6dA+zA93wDnhn67AIuB3cJy+2NI3yhO3nuFZWGRdaMAaB/+HxvGkQEcD6wB2kWWaTFwYViOeRWWcyvgN+APof+J4X/rBPNpJDAm/D4HGAc0DtOwK7BFnPgzgWnAXfj1KhfYM8461wVwQFZk2ImEdRR4Brg6TGdpHqGfA7pH/iedv+H3VPy6lgf0CPO4fSSWbune5+ijjz761NSn4v48dBtJzZ3DzAb2j/x/AbgiMp5Kjx3Jjjnh/+lAM6ARcDcwNdLvCeKcM1SIcQv8sficSLq+YVp3BH4Bfhf6xTsmRY9ZlR0/J4Z5sn04zkwEbkkw7/bBn2PtEqbtPuD9ZMsu2bKNxP5oGPdOQCHQM/QfAXwMbBPG9zDwTIK8BwIr8OdwGfhzux0i0xg7RldcVqXzD3/sX0nZeVo7ys4nS+dpZNi7gVfDPG6GX1/+FllmxcCtIfa8ZNMD9AJW48+lGgF3huHjzk/gWeD5EHMf4OdofMDvgdZhui4BFgG58eZB6HYovpDBgKFAPuH8Xp+G/VENAvnAOfe6c249MBq/IwYYgL8YvsE5V+Sc+wG/sz4hQT7rgF5mtoVz7jfn3JSNHP8goCn+gFTknPsvMB5/EKvMYcAc59wo51xxiOUlYHiKMYHfib4eYitxzr0FTMafiCRyv3NunnPuV+CmBLFuzHRtwMw6AnsClzvn1jrnpgKP4Q/6MZOcc6+E6SioQvb3OucWhOkZhy98ADgLeNg594lzbr1z7kn8wXtQnDz+hz/IDgn/h4d4FgA4514I4yhxzj0HfI8/oMcscM7dF5ZjxdgPBb53zo0O/Z8BZgKHpzBt6/AHye5hGj53zq2Mk24gvgDjL865NWEeV+d5w3X4apbtU8gjlfl7b1jXCoD1+BOHXmaW7Zyb45ybXY0YRUTqm5o6h3mGcBw2s2b4Y/0zcdKleuzYgHPucefcKudcIf5ibCcza57KsGaWAYwFJjrnHg75TXTOfRmOn9NDvENTyY/Ujp+jnHPfhePM85SdA1R0MvC4c25KmLYr8XfVu6QYSyLXO+cKnHPT8AX1sWV7DnC1c25+ZF4Ot/jV9c8Isb0V5tPPzrmZ1YilBOhjZnnOuYXOubiPTJiZ4Y/hFzvnfnXOrQJupvx6VwL8P+dcYZi3yaZnODDeOfd+6HdtGD7euDOBY4DrwvnKV8CT0TTOuTHOuWVhmd+BP3dI2N6Fc+4159xs570HTKDsfE4aMBUQyKLI73wgN+yUOgPtzVehWx6qTl0FxK2Gjd8pHQLMNV+VeveNHH97YJ5zLrojnIsv/a1MZ2C3CrGfDGydYkyxPI6tkMee+JLjROZViLV9nDQbM13xtAdiB6FE+c2jeioum6bhd2fgkgrzpiNxptc55/Al2rECkJOA0mdHzewUK6tKvxxf4h2txpgs9vb4aY1KdV6OBt4EnjWzBWZ2m5llx0nXEZjrnCtOIc9kLsOXwH9qvhrs6UnSpjJ/S+eLc24W/g7ESGCxmT0bq94pItLA1dQ5zFjg6FAF/mhginOu4vEFUj92lGNmmWZ2S6hGvhJ/1xzKH++SuQl/N7r0MQkz283M3jX/CMUK4Nwq5JfK8TPROUDSvJxzq/E1Lqt7XlPZ+DsDL0eW6zf4gvJ4y7YjviZEtTnn1uBrOJ4LLDSz18xshwTJ2+Jrl3weie+N0D1miXNubeR/sulpT/nj/Rr8vE007iw2PBctZWaXhEcGVoRxNSfJOmNmB5vZx+YfHVmOP89PdR2TekwFBJLIPOBH51yLyKeZcy7uHXTn3GfOuSOBLYFX8KXNG2MB0DGUmsd0wleXAl8VvXGkX/Tifx7wXoXYmzrnzouFG28SKvyfB4yukEcT59wtSWLuWCHWBdWYrnixJbMAaBXueMTLL5U8qzrOecBNFeZN43AHIp5n8KXhnfHV5l8CCP8fBRPErywAACAASURBVC7AV2tsgX9Mw1KMbQH+wBqV0jrinFvnnLveOdcL2ANf6+SUBNPaKcGdiag14TvR+BY5585yzrXH3y140BK/uSCV+Vtuvjjnxjrn9sTPD4evvigisrmq6jnMDPzF1MH4guyxCdIlO3YkOy85CTgS2A9/UdYldI8e7+IysxPwhezDnXPrIr3G4quyd3TONcc/Dx/Lr7LjemXHz6ool5eZNcHXskg1r+qcgxxcYdnmOufijW8eFZ7DTyDZssM596Zzbn/8TaKZ+HOXeLEvxT9G2TsSW3PnG9okwTDJpmchkXNLM2uMn7fxLME/flDxXDQ27BDgcuA4oGU451pBgnUmFJa9BNwObBXSv04K66zUfyogkEQ+BVaGhlTyQul3HzMbUDGhmeWYb7CleTh4rcSXfm6MT/A77MvMLNt8A4GH4+9Gg38G+2gzaxwutM6IDDse2D407JIdPgPMNygD/jm9rhXGV7HbGOBwMzswTHuu+cZltkkS8/lmto35xmWuAp6rxnTFiy0h59w84CPgbyHGHfHzoiotPFdpnPgD47nh7oWZWRPzjSU1i5fYOfcF/sD1GPCmc2556NUEf0BaAr4xHHwNglS9jl/OJ5lvqO94/PN640P/qcAJYT73J/KIiZntbWZ9Q5W8lfhqo/HW2U/xB+hbwnTmmtngONO4BH8y9PuwvpxO5KTEzI6NrDu/hemOja/i/K/S/DWzHma2TziYr8WfnGzs9iciUp+lfA4TMRZ/h34vfBsEG6jk2JHwmIO/+1+Iv/vbGF/tvFJmtjP+mf7fheNMVDN8DcK1ZjYQXwgRswRfFT3Rsb2y42dVjAVOM7N+4Th0M/CJc25OisNX9RzkH8BN4SYDZtbWzI5MkPafIbZ9zTcG2CHB3f+pwF5m1sn8Yx9XxnqY2VZmdkQo+CjEtwkQPX5vY2Y5AKF26KPAXWa2ZRi+g5kdWM3peRE4zMz2DOO4gQTXbs4/ZvMvfIPOjc2sF74No5hm+AKEJUCWmV2Hb9ci5hegS+QGVg7+EYQlQLGZHQw0qNdMS2IqIJC4wo7mcPwzZz/iS0Ufw5d8x/MHYI75qnPn4p/h35jxFwFH4Evzl+Ib4Tsl8uzYXUARfof2JJEL4lDd/gD8M18L8NXUYg3CgD9g9DJfnSv2Tt6/AdeEbpeGC+8j8Rf6S/AlvH8h+TYzFv981g/hc2M1pitebJU5EX83YgHwMv7ZtrdSHLbK43TOTcY/Y3c//mJ3FhXejhDHM/g7J6V3ZcIdmzuASfjl2BffuGNKnHPL8HdvLsGfdF0GHOacWxqSXIu/SP8NuJ7yd4S2xh94V+Kr872HLxSqOI7YdtAd/5qt+fiqhvGchV9HlgG98QU3MQOAT8xsNf6Oz5+dcz+GfiOBJ8P8P64a87cRcAt+fVqEr8VzFUAouNPrpURks1KNcxjwx6lhwH8jx5GKkh07kh1znsLXUPgZmIFvlC4VR+Ib9/3Ayt5k8J/Q70/ADWa2Ct8YY2nNTedcPv6xhA/DsaVcG0EpHD9T5px7Bz/tL+EL1LuRuK2HeMqdf6WQ/h78cXRCmPaP8bUT48X2Kb7B6rvwd8vfY8OaE4RzpueA6fjGLaMFJRn4+bQA+BXfzsOfQr//4l/huMjMYvPucvxx++NwTvw2SZ7zTzY9zrd1cD5+XVqIX7eSvRnsAvyjGIvwDV+OivR7E/gP8B1+XVxL+ccRYoViy8xsSjiXvgi/Xv2GL4B6NZY4FKasNrNOSIMTa1lcRDaCmc3Bt4b7drpjERERERERqQ7VIBARERERERERFRCIiIiIiIiIiB4xEBERERERERFUg0BEREREREREgMre7V0tbdq0cV26dKmNrEVEROq1zz//fKlzrm2649gc6HxEREQkvkTnI7VSQNClSxcmT55cG1mLyObs22/9d49kbwwSqdvMbG66Y6hrzKwH/jVjMV2B65xzd0fSDAP+jX9tHcC/nHM3JMtX5yMiIiLxJTofqZUCAhGRWnHOOf574sS0hiEiNcs59y3+nfWYWSb+ffEvx0n6P+fcYZsyNhERkc2J2iAQERGRumRfYLZzTjUtRERENjEVEIiIiEhdcgLwTIJ+u5vZNDP7j5n13pRBiYiIbA5UQCAiIiJ1gpnlAEcAL8TpPQXo7JzbCbgPeCVBHmeb2WQzm7xkyZLaC1ZERKQBUgGBiIiI1BUHA1Occ79U7OGcW+mcWx1+vw5km1mbOOkecc71d871b9tWL4sQERGpis23kcKiVbBajzeK1Krm20NmTs3ld801NZeXiNRFJ5Lg8QIz2xr4xTnnzGwg/ibHsk0ZnIiISEO3+RYQLJ8JU5K+HUlENkbv86FVn5rNc7/9ajY/EakzzKwxsD9wTqTbuQDOuX8Aw4HzzKwYKABOcM65dMQqIiLSUG2+BQQisvEsE1r1hdzW0Kg15LYJn9bQtGPNj2/qVP/dr1/N5y0iaeWcywdaV+j2j8jv+4H7N3VcIiIimxMVEIhI9XU+DHY4c9ONb8QI/z1x4qYbp4iIiIjIZkKNFIpI9bQftmkLB0REREREpFapBoGIpMYyoNuJ0LIXbNENspukOyIREREREalBKiAQkTKZub7tgEYtoVGr8t+N20HTTumOUEREREREaokKCETEa9UXdrzENzAoIiIiIiKbHRUQiGzuWvSAbQ6EDvv6xwjqsptvTncEIiIiInXWokWL+OSTT+jfvz8dOnRIdzhSD6mAQGRz1awLdD4Cttk/3ZGkbo890h2BiIiISJ00f/58+vbtS0lJCc45vvjiC7p165busKSeqeO3C0WkxmU3g70ehcH31a/CAYCPPvIfERERESnn3Xffpbi4mJUrV1JcXMyECRPSHZLUQ6pBILK5yG4GbftD9xOh8dbpjqZ6rrrKf0+cmNYwREREROqa/v37U1JSQlZWFmbGoEGD0h2S1EMqIBBp6Bq1gn5XQIsdwCzd0YiIiIhILejZsycffPABb731FsOGDWPnnXdOd0hSD6mAQKQhajcUWvaC5ttBs20hQ5u6iIiISEO38847q2AgjrVr1zJ9+nS6detG69Z6Y1cyumoQaUgyc2GHM6DjQemOREREREQk7fLz89l5551ZuHAhZsYnn3zCDjvskO6w6iwVEIjUR43bQ4vtIXdLyGsLeVtB3paQ2xYyc9IdnYiIiIhIUs45nnnmGaZPn84f//hHevbsWSvjmTRpEgsXLmTVqlWYGWPHjuWGG26olXE1BPWugGD9+vWl7/UcP358usMR2bTa7Ao9z4Imm+l7be++O90RiIiIiEgNePzxx7nooovIz8/noYceYs6cObRs2bLGx9O9e3dKSkoAyMvLY6eddqrxcTQk9a6A4J577qFnz56sXLky3aGIbBpZTaBRS2jWBXr9CXKapTui9OnXL90RiIiIiEgNmDRpEvn5+QCUlJQwd+7cWikg6Ny5M2+99RajR49m8ODBHHPMMTU+joYkI90BVMX8+fN57bXXOPPMM9Mdikjt6Hw49LsSBv0d9noM9n8J9nsWhjwE/S7fvAsHAN5+239EREREatiyZcsYM2YMn3/+ebpDqRHPPfccu+++O5dccgnFxcXVymPmzJkceuihHH/88fzyyy81Gt9pp51GkyZNaNasGdtuuy29evWq0fyjdt99dx588EFOPvnkDfq98MILtGjRgvbt2zN58uRai6G+qFc1CEaMGMFtt93GqlWr0h2KSM1p2hG23M0/PtCyt15FmMyNN/rv/fZLbxwiIiLSoOTn57PTTjuxYsUKSkpKeOGFFzjkkEPSHVa1zZo1i9NOO42CggKmTZvGtttuywUXXFDlfA488EDmzZtHZmYmS5cu5Z133qmxGAcPHszMmTP58ccfGTBgADk56WlH69RTTyU/P58VK1Zw9tlnM2XKlLTEUVfUmwKC8ePHs+WWW7LrrrsyceLEdIcjkpqsPP+IQHZT/4n9zmoC2U2geQ9ou2u6oxQRERHZrM2cOZOVK1eyevVqAP71r3/V6wKCpUuXkpHhK4sXFRWxcOHCauWzePFinHMUFxczf/78mgwRgG222YZtttmmxvOtipycHPLz8zEzGjVqlNZY6oJ6U0Dw4Ycf8uqrr/L666+zdu1aVq5cye9//3vGjBmT7tCkIcvbEhq1hqzG4WI/z//OzIt0i/2PdmvqCwCsXj3FIyIiIrJZ2n777cnLy6O4uBgz47DDDkt3SBtl4MCB7Lfffrz22mu0a9eOP/3pT9XK59Zbb+XSSy8lMzOTO+64o4ajrL5ffvmFe++9l5YtW3LhhRdu1IX9yy+/zNlnn02zZs146qmnajDK+smcczWeaf/+/V1tPr8xceJEbr/99o17i8Hiz2CKXm8hCWTkwK7XQWu1clqnDBvmv1WLSOoxM/vcOdc/3XFsDmr7fEREGpZFixbxyiuv0Lt3b4YMGZLucGrE6tWrady4cWltgupYtWoVWVlZ5OXl1WBkG6dnz57MmjWLrKwsTjjhBEaNGpXukOqdROcj9aYGgUitym0DW3SFxh2g6TbQtBO02CHdUYmIiIjIJrL11ltz7rnnpjuMGtW0adOU0hUWFnLrrbcyZ84cLr/8cnr06FHar1mzutVIdklJCd999x0lJSUUFxfzySefpDukBqVeFhAMGzaMYbE7iSIbq3U/2OVayExPwyhSBQ8/nO4IRERERBqcK664gocffpi1a9fy6quvsnDhQrKzs9MdVlwZGRn84Q9/4MUXX6SkpIQRI0akO6QGpV4WEIhUW0YONOsCTbbxNQWabOMLCFQ4UD9ESrNFREREpGZMmzaNgoICAFauXMmqVato1apVmqNKbNSoUVxwwQU0a9asXG0H2XgqIJDNQ1YT6HUubDkIsnLTHY1U17hx/vvww9Mbh4iIiEgDcsUVV/Dxxx9jZhx++OF1unAAwMzo3796zfn89ttvTJ8+nR133JGWLVvWcGT1nwoIpOHJbePfPpC3JeS29d9NO0HLXumOTDZWrPVcFRCIiIiI1JgDDjiAuXPn8uuvv7L99tunO5xas2DBAnbccUfWrVtHdnY206dPp3379ukOq05RAYE0LJ0Og17npDsKEREREZF6pW3btrRt2zbdYdSqN954g4KCAvLz82ncuDFvvPEGp59+errDqlNUQCANR9fjYPs/pDsKERERERGpg3baaaek/0UFBFKvGTTe2r+OsN1QaLNLugMSEREREZE6atddd2XcuHG88cYbHHTQQey6667pDqnOUQGB1D+NWsKOl8AW3SG7SbqjERERERGp9woKCjAzcnPrVoPekydP5pRTTsHMGD16NLvssnE3BffZZx/22WefGoqu4VEBgdQNjdtD8+6Q3dS/cSCrif+d3QSyYt9NyvpnZKY7YkmH0aPTHYGIiIhIjRk3bhw33ngjO+20E/fccw95eXlpiePxxx/nvPPOw8wYO3YsRx99dNx0H3zwAW+++SYHHHAAQ4YM2SSxHXfccfz444+lv2fNmrVJxru5UgGBbGIGua39owGN20He1tB8e2i9E5ilOzip6zp2THcEIiIiIjXil19+4fjjj6egoIDp06ez9dZbc8MNN6Qllv/7v/+jqKgIgBEjRsQtIJg6dSoHHngg+fn53HHHHXz44YfsvPPOtR5bYWFh3N9SOzLSHYBsBhq1gjY7Q9+LYf8XYNgoGPg36HMRdDsO2vRT4YCk5rnn/EdERESknluxYkXp78LCQhYsWFCj+c+ePZtu3bqRl5fHbbfdljRt27ZtMTMyMjISvvZvypQppb/NrNz/qli1ahUXXHABRx11FNOnT680/ejRo2nbti1bbrklo+tBbdKFCxcybtw4Fi1alO5QqsWcczWeaf/+/d3kyZNrPN8atfgzmJKeEroGr2lH2Ha4/26yDWSlp6qUNEDDhvnviRPTGYXIRjGzz51z/dMdx+agXpyPiMhmyznHGWecwVNPPUWbNm344IMP6N69e43lf+yxx/LSSy/hnCMnJ4cFCxbQunXruGm///57LrroInJycrj//vvpGKfW5s8//0zfvn1Zv349mZmZfPnll3To0KHKcZ166qk8++yzFBYW0qpVKxYvXkxmZs08PhyLLV3mzJlT+mYEM+PLL7+MOy/rgkTnI6pBIDUnuyk06wIDb4UO+0Dz7VQ4ICIiIiISh5nx+OOPs2rVKhYuXFijhQMATZs2Lb1YNjOys7MTpt1uu+34z3/+w7///e+EF7QdOnTgu+++46WXXuK7776rVuEA+MKI2KMCK1asqJHHBoqKith///3Jzs6mf//+rFq1aqPzrI633nqL4uJiVq5cSXFxMW+//XZa4tgYaoNAqmeLrtDld9CoNeS28e0KZDZKd1QiIiIiIvVKbTVM+Pe//52ff/6ZH3/8kb/97W9sscUWG51nmzZt2G+//TYqjxtuuIEjjjiC9evXc84559C4ceONjuv111/n448/xjnHjBkzePrppzn33HM3Ot+qGjBgAM45MjMzcc4xYMCATR7DxlIBgVRd046+PYFmXdIdiYiIiIiIxNGmTRsmTJhQrWEXLlzI3Llz2WWXXcjJyanRuPbdd18WLVrEmjVr2HrrrWskz5YtW1JSUgLA2rVrmThxYloKCPr168e7777Lf//7X/bbbz/69OmzyWPYWHrEQDaUkQU5zcOrB7eD1v1g6z2h40Gw7TGw46UqHBARERERqUNmzZrFAQccQN++fbnssstYsmRJtfKZNGkS3bt3Z//992fQoEGsW7euhiOF3Nxcbr75ZgYMGMDYsWP5+eef6devHy1atODuu++ucn5Dhw7l4IMPxsxwzjF+/HgmTZpU43GnYrfdduPKK6+sl7UHQDUIGq6MLMjeAnK28G0DZDXx39Hfibpl5aY7epH4Xnwx3RGIiIiI1KqSkhKuvPJK3n77bc4880zOO++8lIY78sgjmTFjBgBfffUVL730ErNmzcKq+Lawxx57jPz8fMC3FzBjxozShvcAZsyYwZ///GcaN27M73//e66//nratGnD6NGjU26Q74EHHuCxxx6joKCAM888k4MOOoivvvqK9evXc8UVV3DSSSex5ZZbVinuIUOGMH78eAoLCzEzVq9eXaXhxVMBQX3WuB2038ff7c9pDo1alP3OaqJXB0rD06ZNuiMQERERqVVjxozh/vvvJz8/n0svvZQBAwbQv3/lL7+pWGNg7ty5FBQUVPkZ/4EDB/Lss8+Sn59PRkYGnTp1Ktf/oIMOYv78+ZgZ48ePp6SkhIyMDM4444yUH2n45ZdfKCoqAvzbHKZPn0707XoZGVWv6H766afzzDPPMHnyZPr161erd/AXLFhAXl4eLVu2rLVxpIsKCOqyjBxo0h5yWkCjVpDbqux3o5bQogdkJG6NVKTBeeIJ/33qqemMQkRERKTWLF26lOLiYsBfKC9dujSl4e655x5OOeUUiouLadSoEXvttVe1GgA8++yzyc3N5Z133mHvvffeoHHDZcuW4Zwrd0FfUlJSpTcHXHDBBYwdO5Z58+axbt06Zs+eTUZGBq1bt+aWW26hTTVuCjVr1oy7776bfffdl2nTptGvXz++/vprmjRpUuW8krnqqqu48847MTOeffZZjjzyyBrNP93UBkFdk5kLbXaGXufC3k/B4PtgwF9hx4th+z9ClyOh3RBo1UeFA7L5eeKJskICEWlQzGyOmX1pZlPNbHKc/mZm95rZLDObbma7pCNOEZHaduqpp9K1a1cyMjIYNGgQ++67b0rDnXjiiaxZs4bJkyfz2muv8frrrydNf9ddd7Htttty/PHHU1BQUNrdzCgsLOSll17ioosu4uijjy433J133kl2dja5ublceOGF5Obm0rZtW+6///6Up7FDhw7MmTOHRx55pLSbc45rrrmGM888M+V8Knr++efJz89n1apV/Prrr0ybNq3aecXjnOO2226jsLCQtWvXcs0119Ro/nWBahCkhfnXAjbeGvK2grytofFW0LgDbNENMjLTHaCIiEg67O2cS3Sr7GBgu/DZDXgofIuINCitWrVixowZFBYWkptbtbbBcnJy2HXXXStNN2PGDK655hry8/NZuHAh9913H5dddllp/4ceeqi0HYJx48ZRVFRU+jaDc845hz/+8Y9kZGSQk5PDvffeWzrckiVLaNSoUcJXKk6YMIFrr72WxYsX061bNw4++GDWr18P+IvvZcuWlf7+7LPPaNq0Kb169Up5+ocMGcLDDz9c2g7B9ttvn/KwqTAz2rVrx88//0x2djY9evSo0fzrAhUQbKyMHMhs5O/8Z+VCRqOy71j3nGa+IKBxO//J21J3/0VERKrmSOAp5+u0fmxmLcysnXNuYboDExGpaWZW5cIBgDfeeIP58+czfPhwWrRokTBdQUFBaeOFJSUlpYUBMXvttRffffcd69atY9tttyU7u/y1S8XYSkpKGDlyJLfeeisZGRk8//zzHH744aX9nXOcfPLJPPPMM6Xd5syZw5QpU8jLy6OgoIC8vLzS9g5OO+00XnzxRUpKSrjjjjtSbqjxqKOO4oUXXmDq1KkMHz68Wo8qVObdd9/l2muvpXXr1tx00001nn+6WfTZkZrSv39/N3nyBrUD65bFn8GUG3xjfjmx1v4rfOc099+ZeYkLANQQoMimM2yY/544MZ1RiGwUM/vcOVd5a1ObGTP7EfgNcMDDzrlHKvQfD9zinPsg/H8HuNw5l/CEo16cj4iI1JD77ruPK6+8EuccHTp04JtvviEzM37NZOccF1xwAf/85z/p06cPEyZMoFWrVqX9i4uLGTVqFEuWLOHss89OeqH99ttvc8QRR5R7TKFPnz58+eWXpf+/+uorBg4cWC4NQFZWFn/961/55z//ybBhw3jooYfIzMwkKyuLkpISAHr06MHMmTOrNC8mTJjAlClTOOqoo2r0Lv8XX3zB66+/zp577snQoUNrLN90SHQ+svnVICheC6vn+kb+9hnr7+6LiIhIug12zi0wsy2Bt8xspnPu/Uj/eCXyG9zlMLOzgbOBDVreFhFpyF555RXWrFkDwE8//cTSpUvZaqut4qY1Mx544AEeeOCBuP2zsrI466yzUhrv+eefX+7CPycnh27dupVLE682Q1ZWFjfddBOXXXYZV1xxRbl+PXv25NtvvyUrK4tBgwalFEfM+PHjOf744yksLOTmm29m1qxZVX5lYjyzZ89myJAhFBQUkJuby4QJExg8ePBG51vXbH6NFGbl+tb/m3dX4YBIffP66/4jIg2Oc25B+F4MvAwMrJBkPhB9wfY2wII4+TzinOvvnOvftm3b2gpXRKTOOeGEE2jcuDFNmjRhu+22o7r7QOccq1evJtWa5m3atCl9LWFubi6nnHIKo0aNKpdmm222YfTo0fTv35/TTz+dZcuWMXfuXH744QcOO+wwvvjii3LpJ06cyFVXXcXNN9/Mww8/XNr9yy+/pEePHnTq1Im33347bjzvv/8++fn5rF+/HjPjm2++Ke23Zs0aRowYwdFHH83UqVNTmr6YqVOnkpGRQUlJCcXFxXzyySdVGr6+2HwfMRAREUkDPWKwITNrAmQ451aF328BNzjn3oikORS4ADgE3zjhvc65ioUI5eh8REQ2N//73/+YP38+hx9+OE2bNq3y8EVFRey333589NFHdO/enUmTJtGyZcukw8ydO5ezzjqLNWvW8OCDD7LTTjulNK7TTjuNsWPHUlRURPPmzVm6dClZWckruO+yyy6lhQktWrTgt99+2yDNp59+yj777ENGRgbNmzdnxowZNGvmbwyfc845PPnkk6WNGF500UXcddddpe0xJLNkyRJ69uxJQUEBzjmmTJnCDjvskNK01kWJzkc2vxoEIlJ/Pfig/4hIQ7MV8IGZTQM+BV5zzr1hZuea2bkhzevAD8As4FHgT+kJVUSkbnj66afp0qUL++67L6+++ip9+vThmmuuYfDgwdUqHAB48803+eKLL1i/fj1z585lzJgxlQ7TuXNnJkyYwIcffrhh4cD69ZDghvTs2bMpKioC/J39wsJC38M5P1wc0ZvbiW50Dxw4kOnTp/PMM8/w1VdflRYOAHz33Xel43HO8eijj/Lxxx9XOo0Abdu2ZfDgwaVtI7z55pspDVffbH5tEIhI/fX88/77T7ouEGlInHM/ABvccnLO/SPy2wHnb8q4RETqqmXLlnHGGWdQWFjI/Pnz+d///se6devIyMjg9NNP5+2336agoICPPvqIrl27su2226aU71ZbbVV6AZyZmblxz+6vXw+nnQatWsFdd23QuPuNN97IIYccwrp167jgggto0qSJLxy4+GL49VcYNQoijSyuWbOGY445hkWLFuGc48knn0w46q5du9K1a9cNuo8cOZIDDjigtGDCzFKqPQD+TQ3jx48vnT8PP/wwf/7zn1Matj5RDQIREREREZF6pLi4uPR3SUkJ68Md95KSElatWkVRUREDBgzgqKOOok+fPrz//vuJsipn4MCB3H777QwcOJBLLrmE4447rvpBZmT4woF77vEX/RXu+O+1114sWbKESZMmsWTJEi684AIK//Qnn75VKz984Jxj6NCh3HLLLaxatYqLL76YAw88sNIQPvnkE7bbbju23357Jk+ezNChQ5k3bx777LMPLVu2ZP/990/YkOOGk5NBnz59yMnJIS8vj7322qtq86OeUBsEIlJ/6DWH0gCoDYJNR+cjItKQ3Xbbbdxwww107NiRM844g2uvvZZmzZrx+uuvk52dzeDBg0vfatCpUyd++OGHhK89rDWxGgH33AN//nPcmgRdunRh3k8/cbcZF5aUxE23aNEi2rdvX/pYwYABA/j0008rHX3nzp356aefAF+rYPbs2YCvgdGrVy8KCgooKSlh0qRJ9O3bt3S47777jrVr19K3b99yNQx+/fVXHn30UVq0aMHpp59OdnZ29edNmqkNAhERkRdHJgAAIABJREFUERERkQbisssuY/Xq1XzzzTdceumlFBQUsHjxYvr370+XLl1KaxWAv8BOtRZBjTLzF/t//vMGNQkKCwsZOnQoc+fO5Q7nuLCkhCdbtiwtHFi9ejWffvopy5cvZ//99y+9UM/Ozmb48OEpjT46D6K/J02axNq1a1m1ahVr165l/Pjxpf3uvfde+vXrx+67786IESMAeOqpp+jSpQvHHnssZ5xxBuecc069LhxIZrNtg2Aa07ibu9MdhohUweXMBOBWTktzJHXL7/gdR3JkusMQERGROqJ58+ZcffXVjBw5kvXr15OZmUmLFi1qdBxffvkljz32GH379qVbt24sX76cQw89lJycnPIJY4UE4AsJAO66i/HjxzPl88+5CxgB3JuRwdYPPQRmLF26lL59+5Kfn092djYrVqwoffa/R48e/OUvfyk3iuLiYm677TZmzJjBiBEj6N/f3xgfM2YMJ554ImbG6NGjS9PvtNNOlJSUkJWVRU5ODnvssUdpvzvvvJOCggLAtzNw3XXXcfbZZ1NYWMiCBQu48sorefTRR2tuRtYxm20BQRFFLGVpusMQkSr4y8QB4Ze23ZjGNGYoQ9MdhoiIiNQxV1xxBQsXLuS9997jnHPOYeedd05puGnTpvHmm28yZMgQdt9997hpfvvtN/bcc09WrlxJVlYWGRkZ5OTkMGjQIN56660NB4hTSND6yCO5pbCQ84H7MzNp/thjHHf88QC88cYbrFq1ijVr1pCXl0fbtm1ZuXIlAGefffYGDQveeuut3HzzzeTn5/Pqq68yb948mjdvzrBhw1i4cOEG4XTs2JGPP/6Y8ePHs/vuu5drT2CXXXZh0aJFlJSU0LNnzw3ae1i7dm1K87G+2mwLCEREGoLd2Z0W1OwdAREREan/srKyeOCBB6o0zPfff8/gwYMpLCwkOzubiRMnMnDgwA3SzZ8/v7TKfuwCuqioiHfeeae0xsIGKhQSDLvnHoYBT7dpw+Jzz2Vgr168++67DB06lN69e5d7jeGll15Kbm4uPXr0YN99990g66+++or8/PzSeBYvXkzz5s2TTmvv3r3p3bv3Bt1Hjx7NnXfeyZo1a7j00ktp06YN119/PX/961/p2LEjN910U9J86zu1QSAi9cZRt8/mqNtnpzuMOqMZzTiFU9IdhoiIiDQQU6ZMISMjg+Li4tLG++Lp2bMnvXr1omnTpmRlZZGbm0teXh6dOnVi0KBBHHfccYwaNaq0kcRS0UKC4OTFi2narBl77703RxxxBCeddBI777wzjzzyCO3ataOoqIjrrruOq6++mu7du8eN5+KLL6Zp06Y0btyYoUOHJkyXiiZNmnDttddyyy230KZNGwAuv/zy0vYeOnXqVO286wMVEIhIvTFg/C8MGP9LusOoEwzjLM6iFa3SHYqIiIg0EHvttRdZWVlsscUWZGdnc9BBB8VNl5WVxYcffsh///tf5s6dy5NPPsnFF1/M4sWLmTx5Mi+88ALnnXcew2JvoIqJvdUg6uKLefSRR8jPz2f16tW8+OKLgH/+f9GiRaxfv541a9aQn5/PuHHj4sYzcOBA5s2bx5QpU3jttdc2eARBUqcCAhGReugETmBv9k53GCIiItKAvPHGG7Rr14499tiDadOm0bVrV0455RQ6dOjAX/7yl3LV/ktKSkofJxg+fDgzZswo93x+YWEhU6ZMKe22ZvVqfjjyyLJXHsZeaXjPPTyYm0tebi6NGjWiX79+ACxdurTc+IqKili9enXC2Fu0aEGPHj3IyNAl7sbQ3BMRqWcM40AOTHcYIiIi0oDMnDmT888/nxkzZvDee+8xfvx4nn76aV566SUWLFjAQw89xLvvvgv4i//+/fuz//770717d26//Xbeeuutchf0jRs3ZsCAAeTm5rKuqIiXOnWi67hxPJCVxWv/n737Do+qzN8//n5mJpOZdDpJCAFUOogkSJEOiqCCiuvKoqIo2NhVUbF9XdR17YVdO1bEsq7lJ6iAHRFZCyBViqKiNAEpCamT5Pn9MSESCRDIzJyU+zVXrjPlnOfcyUXCnM88ZfDgcksgnrhyJfO7dSM1JYVffvmFhx9+mEcffZSYmJhyGb/66quwff/WWtavX182l0F18Nprr5GSkkLnzp354YcfInJOFQhERGoQL16u4ioa0MDpKCIiIlKL7Nq1q+zT90AgwPbt2yksLCy76M/Pz+eee+7ht99+Y+nSpaxfv549e/awZ88e3n///bJ2YmNjufnmm5k6dWqwoGAt2ePGcf7OnUwBJhQVMe2FF4I7G8Oic8/lqZgYun72GX/78Ue2bt3KpEmTOProo9m2bRuNGjUqGzIQCATKzjN//nxuv/12vvjiiyp/7yUlJQwbNoy2bduSkpLCihUrqtxmVQUCAc477zw2b97MypUrueyyyyJyXhUIRKTGKPS7KfRXMCtuHTKRiQxkoNMxREREpBqbOXMmDRs2pHnz5ixevLhSxxx//PGccsopGGNIT0/niiuu4LzzzqNPnz4YYyguLuaTTz7h/PPPp0WLFmWFA5/Px+mnn06PHj3weDz069ePyZMnM3r0aPw+H1x9NfVfeIGpfj/XR0URGxvLSSedVHbeSy69lPG5uUwBrgQeAmxJCSUlJcTExDBixIiyAsFHH33EunXrWLRoEUOGDOHWW29l0KBBLF++vEo/r2+//ZZ58+aRn59PVlYW/ypditFpe3/G1tpyvTPCSQUCEakxbp3dnVtnd3c6hqPSSHM6goiIiFRzo0eP5rfffuOXX37hoosuqtQxLpeLk08+GY/Hw7Zt21i7di1+v5/33nuPqKgoIPip9rp162jcuDHPPPMMHo8Hay0PPvggM2bMIBAI8O677wb33zshYemcA8PWrOGfd97Jyy+/zMUXX1x23piYGIwxXA1MAa4CpjdsSHrpagFJSUl4PB4geKFcWFjI1KlTKS4uxlqLMYZvvvmmSj+vxo0bl933+Xy0bt26Su2FQlRUFM8//zyNGjWiXbt2h71k5ZFSgUBEpIZIJJEmNHE6hoiIiFRzey+ojTFlF/eVcfnllxMIBMjKyuLyyy8ve37y5Ml4vV58Ph933XUXAEuXLqWoqIiCggK2b9++//wAJSWwY0dwIsKHHqJZWhrXXnstw4cPL7fbc889R8eOHcuKBP92uWiZmBg8Hrj55pvp27cvycnJ3HbbbWRkZDB16lQKCgrw+/1ER0czePDgI/gp/a5x48bMnj2bESNGcP3113P1H1dacMioUaPYunUrK1eu5JhjjonIOVUgEJEa48//WMuf/7HW6RiOcOHiaq4mmmino4iIiIhDSkpKuOiii0hMTOTUU0+loKCgwv3efPNNWrZsSceOHZk2bVql24+LiwOCvQkaNPh9vqObbrqJjRs38uuvv3LGGWcA0K1bt7JJBEtKSvb/1N3thueeC05EeJBlB4866iiWLVvG5MmTSUxM5KWMDFp88knweII9CD744AM2bdpEQkICeXl5ZcempKSwZs0aUlJSKv09Hkjfvn156623mDx5clmBpS5SgUBEaoxjP9rOsR9tdzpGxDWhCZOYRAYZTkcRERERB33wwQf897//JSsri08++YQX9k729wcDBgzghx9+YNmyZbRr167S7c+aNYvMzEwGDBiwX9sNGzYkISGh7PHpp5/O9OnTmTRpEvPmzSM1NXX/Bt3ugxYH9jV58mR27drFl199RcMmFfeY7Ny5c7nHAwYMoGHDhpVqH4KFjI8++oh58+ZFbEx/TaMCgYhINTaQgTzO45zACU5HEREREYe53e6DPq6qbt268fXXX/Phhx/SvHQOgIrk5uYya9Ys2rVrxz333EPXrl0BuO222/B6vaSmptKvXz/OOOMMNm7cCAQvzmfPns3HH398xBfnvXr14oEHHqBFixaMGjWKJ598EoDt27dz1VVXcc0117Bjx44DHn/xxRczYsQIhg0bxvXXX39EGWo7E47KSWZmpl24cGHI2w2lr/ma27nd6Rgichju7L8AgJvm9nI4SfglkcRIRnI6pzsdRULMGLPIWpvpdI66oCa8HxERORzWWq688kr+85//MGDAAF588cX95hh48cUXueeee8jIyODxxx/H7/eHNEMgEOC4447j559/pri4mNdff52hQ4fy66+/kp6eXm7Yg9vtpkePHsyfP5/Ro0czc+ZMrLVcdtll3HfffSHL1KNHj7LVGnr16sU//vEPli1bxvDhw0lL+32C57i4OHJycgBo2rQpmzdvDlmGmuZA70fUg0BEpBq6hVtUHBAREZFyjDH8+9//ZuvWrbz66qv7FQfWr1/P+PHjWbFiBa+++ir3339/yDOsW7eOn376iezsbHJzc8vmOPB6vWXLEe5VXFxc1oPgrbfeYs+ePeTk5PDyyy+HNNPq1asJBAIEAgGWLFnCySefzLXXXkuXLl3YtWtX2X69evXC7/cTExND//79Q5qhtlCBQERqjOwGXrIbeJ2OEVYJJDCOcbTG+eV1REREpGbJzs4uu0gPBAL89ttvIT9H8+bN8fv9eDweYmNjGThwIAD16tVj+vTptGnThk6dOuHxeIiOjmb06NGMGDGCZs2a4fP5iImJqfKqA380adIkfD4fPp+Pzp07k5ubS35+PkVFRaxatapsvxkzZnD//fczZcqUw5q8sSLFxcWMHj2a+Ph4RowYQWFhYVW/jWpBQwxERKqJWGJ5kidJJNHpKBJGGmIQOTXh/YiISChZaxk/fjzPPvssLVq0OPDkgQfx1VdfUVBQQO/evffrEbDXzz//zMsvv0zr1q0544wzKtwvNzeXH374ge7du5Obm0tMTAyjRo2iT58+jB49OuQrBfz4448YY/j+++8ZMWIELpeLuLg41q5dS3x8fEjPBcFiw+jRo8nJySE2NpZHH32UMWPGhPw84aIhBiIi1dyN3KjigIiIiGCt5Z133uG5555jz549lT7OGMNTTz1FYWEh69atO+ziwO23386AAQMYOnQo48aNO+B+zZs354YbbuDMM88sVxx4++236datG8OHD2fHjh1s3boVlyt4yVlQUEDz5s0ZM2ZMWJYRTE9P56abbuKkk06iUaNG3HfffSxfvjwsxQFgv+Edf3xcU6lAICI1xvk3ruL8G1cdescaKp10pyOIiIhINfDPf/6Tc845hwkTJtCvX7/DPv5IVzeYOnUqubm5RzRPwPz58zn99NNZuHAhb7/9Nsceeyx79uyhbdu2+P1+6tevH5ZP2Hfv3s2KFStYsGBB2SSIGzduZNOmTYe1BOLhGjp0KBdccAFNmjThrLPO4uyzzw7buSIp9KUbEZEwafu/nU5HCKsYYpyOICIiItXAW2+9VTbb/pIlS8jLywv5agQV6dOnDzNmzKCkpISMjIyy51euXMmqVasYNGgQ9erVq/DYBQsWUFJSUvZ4x44djBo1ipkzZ9KqVSuSk5Px+XwhzbtmzRq6d+9OUVERzZo1Kzt/VFQU9evXD+m5/sgYwyOPPMIjjzwS1vNEmgoEIiLVgA8fXmr3BIwiIiJSOWeffTarV68GoFOnThEpDgBMmzaNp59+mvz8/LIhBnPnzuWUU07B7XaTmJjI6tWriY2N3e/YYcOG8fe//73cMod7VxUYNGhQ2PJmZWVhrWXTpk1MmDCB2bNn06tXLy6//PKwnLO2U4FARKQa6E9/pyOIiIhINTFp0iS6du3Ktm3bOP30yC177PV697uwfv3118nNzS17vGLFCrp3777fsR07dmT16tXMmjWLW2+9taxQEM787du3JyYmhpycHIqLi5kwYQL33nvvQY/ZsmULn332GRkZGbRq1Sps2WoqFQhERBzWmMYMZ7jTMURERKQaCfVSgEfqxBNP5LnnnqO4uBiPx0ObNm0OuG+LFi24/PLLOffcc1m8eDEdOnSgUaNGvPvuu4wdO5bY2FjefPNNunTpclgZFi9ezPvvv0+/fv3o2bNn2fN7VxFYsGABF110Ec2bNz9oO1u2bKF9+/YUFRVRUlLC//73Pzp16nRYWWo7FQhEpMbY3iwy3esi6QRO4K/8lVj276onIiIi4rQRI0bw9ttvs2zZMs4880ySkpIOeUxCQgL9+/cvezxq1Ciys7MBGDt2LIsXL670+desWUOfPn0oKCggOjqauXPn0q1bNyA4D8All1zCJZdcUqm2FixYQFFREdnZ2URFRfHee++pQPAHKhCISI3x4IvHOR0hZBrSkAu5kL70dTqKiIiIyEENHDiQgQMHVnr/F154gX/961/06tWLBx98sGypQzj8FRYWLVqEy+WiuLiYkpISvvzyy7ICweHKyMjAWovX68XtdtO7d+8jaqc2U4FARCTCBjOYS7mUaKKdjiIiIiISUmvWrOHSSy8lLy+PVatW0bp1a15//XXGjh1LXFwczz///EGP37x5M5s2beLYY4/F4/HQv39/oqKiSEhIwFrLySeffMTZ0tPT+eqrr3jvvffo1asXxx9//BG3ta+98xp07dqVo446KiRtOkUFAhGpMS6+aiUAT0/p4HCSI5dCCpdwiYoDIiIiUqMFAgHuvvtuVq9ezbXXXstxxwV7eu7YsaOsl0AgEGDr1q389a9/5eeffz5km/PmzWPo0KEYY8jIyOCTTz4hJSWF1atX88UXX5CRkUFqamqVcrdr14527dpVqY19/frrr7VqXgPXoXcREakeWi3ZTaslu52OUSXnci4+QrsGsIiIiEik3XHHHdx11128/PLL9O/fnz179gDQvXt3hgwZgsvlIi0tjcsuu4ynnnqKyy+//JBzDzz88MPk5uaSk5PD119/zQ8//ABA48aNGT58eJWLA+Gw77wGhYWFzJkz56D7FxUVcf/99zNhwgTWrl0boZSVpx4EIiIR1JWuTkcQERERqbIVK1aQl5cHQGFhIdu3bycuLg6Xy8Xrr79OQUEBXq+Xp59+mquuuorc3FymT5/ODz/8QKNGjSpsMzMzk1mzZpGbm4vX66Vp06aR/JaOSNeuXQ9rXoPJkyczZcoU8vLyeOWVV9i8eTNerzdCaQ9NBQIRkQg5hmO0WoGIiIjUCtdeey3vvfceJSUlDBo0iPT09HKvR0cHh1N+88035Obmlj2/fv36AxYIrrvuOmJjY1m9ejWXXXYZcXFx4fsGQiQ9PZ2vv/6aOXPm0LNnT7p3737Q/RcuXFj288jJyWHHjh3VqhCiAoGISASkkcYN3OB0DBEREZGQ6NmzJxs2bGDbtm0cffTRGGMq3O/iiy9m+vTpALRu3Zpjjz32gG26XC4mTJgQlrzh1LZtW9q2bVupfSdOnMj8+fMxxtCvXz+aNGkS5nSHRwUCEakxNrau/lXkivjwcSu30pjGTkcRERERCZmkpCSSkpIOud/UqVNp0aIFmZmZREVFheTcO3fuxO/34/PVrLmdhgwZwnfffcfWrVvp3LnzAQsrTlGBQERqjEendnY6wmFJIIE+9GEkI2lExV3pRERERGqr5557jgkTJuByuejSpQvz5s0LSbuTJk1iypQpeL1eZs+eTZ8+fULSbqSkpKSQkpLidIwK1agCQX5+Pn379qWgoICioiLOOussbrvtNqdjiYiU48LFWZzFKEbhqVl/ZkVERERC5plnnikbb//FF1+we/fuSvU4OJicnBweeughioqKCAQC3HzzzSErPEgNKxBER0fz8ccfExcXRyAQoHfv3gwdOpQePXo4HU1EIuCK8cuA6t2ToDGNuYEbOIZjnI4iIiIitVx+fj5PPfUUgUCAcePGER8f73Skck488USWLFlCIBCgWbNmJCQkVLnN6OhoYmJiyMrKwuv10rJlyxAklb1qVIHAGFM2k2UgECAQCFS7MRsiEj6pa/c4HeGQbuZmWtHK6RgiIiJSB5x33nm88847WGuZOXMmc+fOdTpSOX//+99p3bo1mzdv5vzzz8flclW5TY/Hw8cff8zNN99MamoqDz30UAiSyl41qkAAUFxcTEZGBt9//z1XXHHFIZeREBGJlEwyVRwQOQLGmDTgBaApUAJMtdb+6w/79AdmAD+WPvWmtfb2SOYUEaluPv/8c/Lz84Hg8nnVjTGGUaNGhbzdjIwM5syZE/J2Bapewokwt9vNkiVL2LBhA1999RUrVqxwOpKICH3pyy3c4nQMkZqqCLjGWtsO6AFcYYxpX8F+n1lru5R+qTggInXeuHHjiI2NJTY2lnPPPdfpOFIJubm5jBgxguTk5Go5n16N60GwV1JSEv3792fOnDl07NjR6TgiUoedwRlcyIUYNORJ5EhYazcDm0vvZxtjVgGpwLeOBhMRqeZuu+02hg0bRiAQ4IQTTnA6jlTCY489xnvvvUdBQQH33nsvI0aMoEuXLk7HKlOjehBs27aNXbt2AZCXl8eHH35I27ZtHU4lIpHyQ5dEfuiS6HSMMn78jGGMigMiIWSMaQEcB3xZwcs9jTFLjTGzjTEdDnD8eGPMQmPMwm3btoUxqYhI9dC9e3d69+5d4+dms9byzjvv8PTTT5OVleV0nLAJBAJYa4HgEIxAIOBwovJqVIFg8+bNDBgwgM6dO9OtWzdOPPFETj31VKdjiUiEPD2lA09PqfCaIKJ8+DiZk3mSJzmLs1QcEAkRY0wc8AZwlbX2j+8OFwPp1tpjgYeBtypqw1o71Vqbaa3NbNSoUXgDi4hIyNx///2cc845XHnllfTs2bPsItopn3/+OcOGDWPixIll8zyEwt559OLi4rj44ovJzMwMWduhUKOGGHTu3JlvvvnG6RgiUoc1pzn3cR8xxDgdRaRWMcZEESwOvGStffOPr+9bMLDWzjLGPGaMaWit3R7JnCIiEh5vvfUWOTk5AKxdu5bdu3eTlJTkSJbs7GyGDBlCTk4On3zyCVFRUdxzzz0haTshIYF58+aFpK1wqFEFAhGp2yaeGywQPvjicRE/98DSWwc64NGfTpGQMsF+sc8Aq6y1Dx5gn6bAr9Zaa4w5nmAvyN8iGFNERMJo1KhRLF26FGMMrVu3JjHRuWGlu3btori4GID8/HzWrVvnWJZI07tcEakxGm7Ic+a8NOSv/FWFAZHwOQE4D1hujFlS+txNQHMAa+0TwFnAZcaYIiAPOMc63f9URERCZsKECXTq1InNmzczfPhwR+dUaNasGSNHjuS1117D5/Nx0003OZYl0vRuV0TkEEYxSsUBkTCy1s6Hg0/mYa19BHgkMolERMQJ/fr1C0k71toqFRiMMbz44os88MADJCYm4vP5QpKrJqhRkxSKiETaEIZwEic5HUMkoowxvY0xF5beb2SMael0JhERkUP5/vvvSU9Px+v1Mnny5Cq316RJkzpVHAAVCERE9uPFSzLJdKYzYxjjdByRiDLGTAauB24sfSoKeNG5RCIiIpVzyy238Msvv1BUVMQ999zDli1bnI5U46jPrIjUGKt71gt5m4kk0oc+dKYzjUpviTg3KY5INXAGcBzBZQWx1m4yxsQ7G0lERKqjHTt2MGPGDFq1ahWy4QFVkZiYiMfjIRAIYIwhOjra6Ug1jgoEIlJjvHBXu5C1FUUUZ3M2Z3GW5hcQKa+wdKUAC2CMiXU6kIiIVD+FhYVkZGSwdetWjDE89thjnH/++Y5muvvuu9m8eTNr167ln//8J/Xqhf7DpdpO74pFpM7x4eNRHqUxjZ2OIlId/dcY8ySQZIwZB4wFnnI4k4iIVDMbNmxg69at5ObmAvDmm286XiBISkpixowZjmao6VQgEJEa48aRCwG4643MIzo+iigGMYiTOEnFAZEKmOCUz68CbYEsoA3wd2vtB44GExGRaictLY0mTZqwdetWrLWMHDnS6UgSAioQiEiNEf9b4WEf05CGtCi9DWYwqaSGIZlI7VA6tOAta20GoKKAiIgcUFRUFIsWLWLmzJm0atWKPn36OB1JQkAFAhGplY7lWK7jOk04KHL4vjDGdLPWfu10EBERqd7q1avHmDFa8ak2UYFARGqNdNLJJJP+9KcFLZyOI1JTDQAuMcasB3IAQ7BzQWdnY4mIiEi4qUAgIjVeQxpyO7eTRprTUURqg6FOBxARERFnqEAgIjXG0kENy+778JFOOi1pyZ/4kyYdFAkd63QAERERcYYKBCJSraWSSgopJJNM4i1NaUpTniSVZJIxGKfjidRG7xIsEhjAB7QE1gAdnAwlIiIi4acCgYhUK378tKQlx3AMAxlIK1o5HUmkTrHWdtr3sTGmK3CJQ3FEREQkglQgEBHHRRPN6ZzOIAbRlKYH7hkwtHRo9OzZkQsnUsdZaxcbY7o5nUNERETCTwUCEXFcD3pwLuceese8vPCHEanjjDET93noAroC2xyKIyIiIhGkAoGIhF088SSRRCKJJJFEAglljxNJpIOGNotUJ/H73C8iOCfBGw5lERERkQhSgUBEwiqddB7mYU0oKFJzfGutfW3fJ4wxfwJeO8D+IiIiUku4nA4gIrWXBw8jGanigEjNcmMlnxMREZFaRj0IRCQs2tCGCUygBS1C1+ipp4auLREpxxgzFBgGpBpj/r3PSwkEhxqIiIhILacCgYiE3HVcR1/6hr7ha68NfZsistcmYCEwHFi0z/PZwNWOJBIREZGIUoFARKokkUQ60YkW+9ya0MTpWCJymKy1S4GlxpiXrbUBp/OIiIhI5KlAICKV5sVLOuk0pzktaEFHOnIUR0VujoH+/YPbuXMjcz6RuqmFMeYuoD3g2/uktbaVc5FEREQkElQgEJGD8uChCU04iZM4gzM04aBI7fccMBl4CBgAXAj6xRcREakLVCAQqcO8eEkiiXrUI5FEkkpv9ahHMsmkkEITmuDSgicidYnfWvuRMcZYa9cDtxpjPiNYNBAREZFaTAUCkTokkUT6058e9OAojsKP3+lIIlL95BtjXMB3xpgJwEagscOZREREJAJUIBCpIzrSkZu4iXjinY4iItXbVUC56PzDAAAgAElEQVQM8DfgHwSHGYxxNJGIiIhEhAoEInWACxd/4281vzhw9tlOJxCp9ay1XwMERxjYC53OIyIiIpGjAoFILbPvvAJ7b53oRDLJTkerussvdzqBSK1njOkJPAPEAc2NMccCl1hr9QsoIiJSy6lAIFJDePDgL73Vox5NSm+NaVy2TSKJWGKdjho+ubnBbUyMszlEarcpwBBgJoC1dqkxpq+zkURERCQSVCAQiTCDIY002tGO+tTHjx8fvrKL/4ru+/Dh0a8rDBsW3M6d62gMkdrOWvuLMeVWNix2KouIiIhEjq44RELAjZvGNCaeeOL2ucWX3vZ9nE567f6UX0Rqul+MMb0Aa4zxEpyscJXDmURERCQCVCAQqaIEEriZm2lPe6ejiIiEwqXAv4BUYAPwPnCFo4lEREQkIlQgEDkEDx7cuPHgoR71aFx6a0QjGtOY9rSnsZYIF5Eazhhzj7X2emCAtXa003lEREQk8lQgkGrBg6esC34CCcQTTyyxRBFVdoG+9yJ979aFq9zjip6r6LiDPVfROURE6ohhxpj/A24EXnM6jIiIiESeCgQ1yN4LVjfuCrehfO1Qzx3J8fu+5sVbrhjgx+/0j1dqggsucDqBSG02B9gOxBpjsgAD2L1ba22Ck+FEREQk/FQgOEwGQzTR+Pa5+fETTXTZNmqfmxdvhY+9ePHgqfQ+UURhMIcOKFKbqUAgEjbW2uuA64wxM6y1I5zOIyIiIpFXJwoEFksuueSRRw455JJLBhn0oQ8x+9xiiSWGmHJLzO1bBPDhI5poXaiLOGX79uC2YUNnc4jUYioOiIiI1F11okAAlF3016d+2XOTmORgIhE5bGedFdzOnetoDBERERGR2qhOFAhM6U1EREREREREKqYp2kVERMRxxpiTjTFrjDHfG2NuqOB1Y4z5d+nry4wxXZ3IKSIiUpvViR4EIiIicnDGmOUEVy2okLW2cxjP7QYeBU4ENgBfG2NmWmu/3We3ocAxpV/dgcdLtyIiIhIiKhCIiIgIwKml2ytKt9NLt6OB3DCf+3jge2vtDwDGmP8AI4B9CwQjgBestRb4whiTZIxJttZuDnM2ERGROkMFAhGpOS67zOkEIrWWtXY9gDHmBGvtCfu8dIMx5nPg9jCePhX4ZZ/HG9i/d0BF+6QCKhCIiIiEiAoEIlJz/PnPTicQqQtijTG9rbXzAYwxvYDYMJ+zopmE/zjcoTL7YIwZD4wHaN68edWTiYiI1CF1tkCwMS+bT7b+7HQMkTrP63LRrX4yLWOTDr3zL6UfHqalhTeUSN12EfCsMSax9PEuYGyYz7kB2PcXuxmw6Qj2wVo7FZgKkJmZecA5FURERGR/dbZAsClvD6/+ssrpGCJ1WlpMAnd36kdCVHTlDjjvvOB27tywZRKp66y1i4BjjTEJgLHW7o7Aab8GjjHGtAQ2AucAf/nDPjOBCaXzE3QHdmv+ARERkdCqswUCEXGWyxhuader8sUBEYkIY0w0MBJoAXiMCfbst9aGbQ4Ca22RMWYC8B7gBp611q40xlxa+voTwCxgGPA9wUkTLwxXHhERkbpKBQIRcUSyL45kf5zTMURkfzOA3cAioCBSJ7XWziJYBNj3uSf2uW/5fYUFERERCQMVCEQkotJiEuheP5kRKcc4HUVEKtbMWnuy0yFEREQk8lQgEJGISIyKZkqXQTSMjnE6iogc3AJjTCdr7XKng4iIiEhkqUAgImFhMDSLiefouCQy6yXTrX5T/O6oqjV6zTWhCSciB9MbuMAY8yPBIQaGYA//zs7GEhERkXBTgUBEQibWE8WARun0bdSMlrFJ+Nwh/hNz2mmhbU9EKjLU6QAiIiLiDBUIROSIJPviOL5+Min+OFL98aT642jg9bN3xvOwWLMmuG3TJnznEKnjrLXrnc4gIiIizjhggcAYkw3YvQ9Lt5bfuxomhDmbiFQjiVHRHBWXRKvYJI6Jq0f3Bim4jSuyIS65JLidOzey5xWpA4wxnYCngFRgNnC9tXZn6WtfWWuPdzKfiNROS1hCCSV0pavTUUSEgxQIrLXxkQwiItWT27i4pnU3+jRKczqKiITX48CtwBfAxcB8Y8xwa+06oIoTiIiI7G8yk7mf+wG4giu4l3sdTiQilfr4zxjT2xhzYen9hsaYluGNJSLVRb9GaSoOiNQNcdbaOdbaXdba+4EJwBxjTA9+71EoIhIyj/M4uaW3qUx1Oo6IUIk5CIwxk4FMoA3wHOAFXgROCG+0/f3yyy+cf/75bNmyBZfLxfjx47nyyisjHUOkVmsTX59OiY04Kq4eR8UmkeyPczqSiESGMcYkWmt3A1hrPzHGjATeAOo7G01EapNNbGIyk/Hjx4sXg+E4jnM6lohQuUkKzwCOAxYDWGs3GWMcGX7g8Xh44IEH6Nq1K9nZ2WRkZHDiiSfSvn17J+KI1DoXtOjEyGaaAFCkjroHaEdwiAEA1tplxphBwC2OpRKRWudkTuZbvsWFi+Y0Zyxj+St/dTqWiFC5AkGhtdYaYyyAMSY2zJkOKDk5meTkZADi4+Np164dGzduVIFAJAQGNU5nRMoxTsc4uP/7P6cTiNRa1tqXD/D8z8C4CMcRkVrsR36kuPSWTz43cZPTkUSkVGXmIPivMeZJIMkYMw74kOAsx4766aef+Oabb+jevbvTUURqNLdxcUZqa648JhOPK8KrEhyuwYODXyIiIlJj3cRN+PARTTSTmex0HBHZxyF7EFhr7zfGnAhkAa2Bv1trPwh7soPYs2cPI0eOZMqUKSQkaLVFkT9yGxcJUV4So6JJ8ESTEOUlISqaBE/pNspb9nzD6BgSo6Kdjlw5S5YEt126OJtDREREjtiN3Mh5nIcbN8kkOx1HRPZRmSEGAMsBP8FZjJeHL86hBQIBRo4cyejRoznzzDOdjCLiCJcxJPviSI9JIC0mgQZeH4lR0eW+4jxejDFORw29q64KbufOdTSGiIiIVE0zmjkdQUQqUJlVDC4G/g58DBjgYWPM7dbaZ8Md7o+stVx00UW0a9eOiRMnRvr0Io6K83jp1yiNi1p2JsrldjqOiNRSxpjWwONAE2ttR2NMZ2C4tfYOh6OJiIhImFWmB8F1wHHW2t8AjDENgAVAxAsEn3/+OdOnT6dTp050Ke1ifOeddzJs2LBIRxEJmRh3FI19MTSJjqWxL4YGXj9JUdEkeX3BbVSwh0C1nx9ARGqLpwj+3/8klK1k8DKgAoGIiEgtV5kCwQYge5/H2cAv4YlzcL1798Za68SpRQ6bz+0hxRdHkvf3i/x6pcMBkkrvN4qOIc7jdTqqiMi+Yqy1X/1hmFKRU2FE5PAUUIAXL4ZaONRQRMLugAUCY8zePvwbgS+NMTMIzkEwAvgqAtlEahSvy01TXyzJvjhaxCZyWsrRNWfyPxGR3203xhxF8P98jDFnAZudjSQih2KxjGEML/ESKaQwn/mkk+50rCpbyUq2sY3e9MZT6enTRORIHey3LL50u670a68Z4YsjUrMYDOemt2dQ4xbU9/pq58SA1cmddzqdQKQuuAKYCrQ1xmwEfgTOdTaSiBzKClbwBm9QQgmb2cz93M/DPOx0rCp5gRe4lEtx4+YETmAOc5yOJFLrHbBAYK29LZJBRGoClzG0ia/PsYmNaZfQgDbx9YnVEIHI6dXL6QQitZ619gdgsDEmFnBZa7MPdYyIhFchhWSRRQMaHHDoQBJJ2GDHH6KIoglNKtzPYlnFKhJIqPYrCTzGY+SRB8BHfEQ22cSXfYYpIuFQmVUMGgGTgA6Ab+/z1tqBYcwl4iiDCQ4X8MfS1BdHcunQgfYJDYjXsAHnLFgQ3KpQIBI2xphoYCTQAvDs7Rllrb3dwVgiddYa1tCLXuxhD8MYxhu8gYv9Jy5OI43neZ57uIcMMriWaytsbzzjeZmXKaGEaUzjbM4O97dwxPrRj+Usp5BCmtGMOOKcjiRS61VmIM9LwKvAqcClwBhgWzhDiTjthIapXN+2h9Mx5I9uuim4nTvX0RgitdwMYDewCChwOItInfcgD7KTnVgs7/M+3/ItHelY4b5nl94OpIginuGZsp4Gd3FXtS4Q3MmdHMMxbGEL4xiniRdFIqAyBYIG1tpnjDFXWms/BT41xnwa7mAikeJze0jzx9M8JoH02ETaJzSgTXwDp2OJiDilmbX2ZKdDiEhQOun48JFHHhZLQxoecVtu3KSRxkY2EkUUXegSkox72MMXfEFb2oZ02IIbNxdzccjaE5FDq0yBIFC63WyMOQXYBNV8wJLUOa1ik0iPTcDvjsLncuN3e/CVfvndHnwuT9lzZa+53PjcHqJcbqfji4hUJwuMMZ2stcudDiIicB3XsYtdLGYxk5hEU5oecVsGw2d8xr3cS0Macj3XVznfHvbQkY7sZCfFFDOf+SErPIhI5FWmQHCHMSYRuAZ4GEgArg5rKpFD8Ls9tI6vT5v4+nRNakKHxEZORxIRqdGMMcsJLm3oAS40xvxAcIiBAay1trOT+UTqqiiiuJd7Q9Zec5rzCI+ErL2v+Zod7CCb4Hym/+W/KhCI1GCHLBBYa98pvbsbGBDeOCLlxXu81Pf6qe/1kR6bwFGx9TgqLolm/ngtKSgiElqnOh1ARGqetrQtm9Mghhh6UDPmcHqP93iJlxjMYM7nfKfjiFQbBywQGGMehtLf9gpYa/8WlkRSa7mMIc7jJX7vV9Tv9xNK7yd5fdT3+qgX5aO+14/Htf8svVKHTZnidAKRWstaux7AGDPdWnvevq8ZY6YD51V4oIjUackk8zmf8zqv041unMZpTkc6pJWs5EzOJJdc3uRNGtCAUzjF6Vgi1cLBehAsjFgKqbXcxkVmvaaMbdmJZF+cPvWXqumiLosiEdBh3wfGGDeQ4VAWEakBOpfeaorv+R43wTmoAgRYzWoVCERKHbBAYK2dFskgUrvU8/o4L70DPeqnEB8V7XQcqS0+/DC4HTzY2RwitZAx5kbgJsBvjMna+zRQCEx1LJjUWL/9VsySJYV06eKlQQNNCCzVx0AG0oQmWCzRRFfrpR5FIq0ykxRKHRXn8ZLqjyPGHVVuBQC/2/OHx7+vHOAv3bee14fPrX9eEmJ33BHcqkAgEnLW2ruAu4wxd1lrb3Q6j1R/1lqWLSskKclFenpUudc2biyic+cNFBVZPB7DsmXNSE3V+wKpHuKJZwUrWMtaWtKSOOKcjiRSbegvdR0S5XIT4/YQ444ixlO6Lb3vd0cR4/YQ64kizZ9Ay9hEGvtinY4sIiIRpuKAVNa5527lrbdysRamTWvEn/70+0XWnDm55OdbcnMtMTHw3nu5jB2b4GBakfKiiaYTnZyOIVLtHLRAUDru8G/W2ocilEcqoWVsEvEeL3GeKGI8UcS6o4j1lH6V3o9xRxHn8ZYrBGjCPxEREQmFvLwS/vOfHEpKgo/vvXdXuQLBcceVH174x8dSd3zN15zJmRRQwAu8wMmc7HQkETmIgxYIrLXFxpgRgAoEEeR1uYnzeIn1RBHnCV7o790m++I4LeVopyOKiIhIHebzGZKT3WzZUozXa8jMLF8A6No1mtmzm/L++3mcdJJfBYJa4Hu+p4QSWtP6oPttYAMv8RKtaMVZnMWFXMgGNgAwmtH8xm8hybORjfyZP7ORjTzAA5zJmSFpV6Suq8wQg8+NMY8ArwI5e5+01i4OW6oaJMYdRaPoGKLdbqJdbryu4Db42LPP/dLHZffdRLs9Zfd9bk9ZISDKpYl8REQk8owxLmCZtbaj01mkejPGsGBBKg8+uIumTd20b+/lppt+44wzYunWzQdA375++vb1O5xUDkeAAOdyLh/wAadxGs/yLG7cPMAD3MItAFzHddzGbRUeX0ABmWSygx148bKFLXj2udzYu3JAKPyNv/EFX1BMMX/hL+xkJ370702kqipTIOhVur19n+csMDD0caoXj3HtMylfVLkJ+vxuDzGeKPo3ak7r+PpORxWpG5580ukEIrWatbbEGLPUGNPcWvuz03mkemve3MOUKQ356KM8hg/fQm6u5V//ymL58ma0ahV16AZCqKDA4vWi5ZSr6DVe413eJYcc3uANzuRMRjCC+7iPPPIAmMKU/QoEu9nNBjbgxUsWWQRKbx/xEdOZzjmcQx55PM/zh5Unn3ye5EkKKOBSLiWBhHKvlRAc42KxZfdFpGoOWSCw1g6IRJBIa5/QgPuPLf+tRbvKFwD0Sb5INdOmjdMJROqCZGClMeYryvccHO5cJAEoKbE88kgWCxcWcNllCfTs6XM6EgALFxZQWGgBcLth5crCKhcI5s3L4/XXcxg40M/ppx940mRrLRddtI1p0/aQnOxm/vwUWrSIbHGiNjH8XmApoICxjOV8zqcjHdnJTiyWdrQrd8xKVtKLXhRTTFvacgzH8CM/UkwxYxnLEpYQQwyDGERPeh5WnnM5l3d5lxJKeJu3+YzPyl6bwhTWsIatbOU+7iMWTa4tEgrGWnvwHYxpAtwJpFhrhxpj2gM9rbXPHOiYzMxMu3DhwtAmFRF5++3g9rTTnM0hUgXGmEXW2kyncxyIMaZfRc9baz+NdJaqqm3vR554YjfXXLOD3FxLbKxh3bo0mjRxfkGqtWsLyczciDEQF+di5cpmJCUd+Ycsq1cXkpGxsXQFBMOMGU0YPDimwn2//baQbt2C+7pccMkl8Tz2WKODtp+VVcLMmTm0aBFF797Vo8gSTo/xGP/m3/SgB0/yJNEceD6IIooYwxhmMpN88imiiFhieZ7nWcQiiijiBm6gAQ3KjpnIRB4qna4sjjje4R2yyOIzPmMrW3mVV8knHz9+7uEe/spfK509lVQ2sQmAGGLI+b1mWSXv8i43ciNHcRTP8iz1qBeSdkVqkgO9H6nMtPbPA+8BKaWP1wJXhS6aiEglPfBA8EtEwqa0ELAaiC/9WlUTiwO10YoVAXJzgx/sGAMbNhQ7nCiodWsv332XxltvNWXVqrQqFQcAVq0K4C5toqjIsnRp4QH3TUx0sfezLq8XGjc++LmLiizdum3k0ku3M2TIZqZNy6pS1uruW77lWq5lDWt4lVd5jMcOur8HDy/xEg/zMF68QLBXgQcPd3EX93FfueIAQDrp+AgWWiyWYziGT/mUR3iEF3iBAgqA4PwGW9l6yMw72cmXfEkeeYxnPDHEEEss53P+kfwI9pNNNmdxFstZzru8yyQmhaRdkdqiMgWChtba/0JwYI+1tgioHv8jiYiISEgZY84GvgL+BJwNfGmMOcvZVAJwySUJJCQYYmMNnTp5OfZYr6N5Fi0qoFu3DXTo8AuXXrqdnTuLSUio+pLKAwb4SEpyER9viIlxceaZB+46nprq4YUXGpGR4WX06HhuuCHpoG1v3lzMzz8XkZNjyc21vPpqaD6Rrq6yycZV+na/iCJ2satSx41iFP3ohx8/QxnKaZxGNtl8zMdsZnPZfgtYwM3cTAklpJDCbGaTQkrZBb4tvRkMzWjG5VxeluURHmEyk9nClrL21rGOlrTkRE6kAx2YyETmMY8P+OCQxY3KKqCgbL6CIopCtqqCSG1RmX5pOcaYBgQnJsQY0wPYHdZUIiIi4pSbgW7W2q0AxphGwIfA646mEjp18rJ+fXM2biymbdso3G5nJ+Q79dQtbNkS/Mzo228DvP9+HsnJnirPjZCU5GbVqjSWLSukTZso6tc/eK+As86K46STYli6tICcHIvvIKdPTnaTkhJcntEYOOOM2j1u/XiO50/8ielMpy1tK929P5poZjGr7PFudtORjmSRRQklfMmXtKc9D/JgWbf/neykGc2A4EoHX/IlAQJAcKjAKlaV9TSYyESe5mkCBJjOdNaxjtd4jf/j/8gmu+wC/lM+5VROrfLPoYACvuM7WtKShjTkBm7gn/yTxjTmTu6scvsitUllCgQTgZnAUcaYz4FGBD9VEBERkdrHtbc4UOo3Ktfj8IgYY+4DTgMKgXXAhdba/T7mNMb8BGQT7MVYVJ3ncQinpCR3lbvwh8qePeVnjTcG1qwJhGTyxNhYV6Xb2b69mE6dNpCbW4LLZViyJJX09IonKvR4DAsXpvLGGzm0aOE54NwGtYXB8BzP8SzPlpuAcF8Wyxu8wXKWcy7ncgzH7LfPAhawm91lPRKGM5wzOIMOdGAWs8gjjyiiaERw/ofhDCeJJLaxDYANbGA+8xnMYAA+5/OyVRHWs57FLOZCLiSX3LJzFlNMG6o+OXE22XSlK1vYgg8fi1nMbdzGZCaX9a4Qkd9V5rdiJdCP4HKHlwAdCI5NFBERkdpnjjHmPWPMBcaYC4B3YZ+PEkPvA6CjtbYzwXmObjzIvgOstV3qanGgOvjii3wuvngbTz2VxRNPNChdWhD8fkhKcnHqqZG/4P7oozxyckrIyrLk55cwc2buQfevV8/NxRcnRLw4YLHMYx5f8mVEzwscsDgAMI1pjGEMd3AH3ehW4TCE9rQv+1S/hBLWsY5HeRQXLi7jMkYxik/5lDjiyo5pQpNybaSTXnb/b/yNGGKII47TOZ1f+RU3wcKXGzc96ckc5lRYrKiMlaykL30ZzGBe4iV+5Vf2sIcssniN1wBUHBA5gMr0IPiftbYrwUIBAMaYxUDXsKWKgF27ilmzJuB0DBE5DN6JTwFQ+GW+w0kiIy3NQ0qK8zOUS91gjIm21hZYa68zxpwJ9AYMMNVa+//CdV5r7fv7PPwC0HwH1dSmTUUMHryZnBzLK6/s4YknGvLdd2m88soeEhLcXHBBHH5/5C+6Onb0Ulw6O5bLZejSxdm5GQ5kHOP4D//BYrmO67iVW52OBMBnfFb2yX0xxfzIjxzHceX2SSedecxjKlN5nucpoIA88pjCFAooIIooruf6csfMZjaDGcyv/Mpt3FbuYn8MY+hOd3awgx70oJBC2tCGFaygPvV5kzdpStMj/p5O5VR+4icMhs1sprh0+jQPHtrS9ojbFakLDvjO0xjTFEgF/MaY46Cs9JgA1Pj+WN99F+COOyo3UYuIVBfxpdva/7vbu7ePa69NdDqG1C3/A7oaY6Zba88D3nQgw1jg1QO8ZoH3jTEWeNJaO7WinYwx44HxAM2bNw9LyOps2bIC3n47l549fQwc6A9p2z/+WISr9Po/N9eycGEBEyf+RlZWCR6PISHBMHp0/MEbCYGlSwtYurSQk07y07Sphw4dvMye3ZSZM3MZNMhPnz6h/b5D5WVeLutW/wzPVIsCwRd8wWxmYzD48ZNGGu1pX+G+XenK4zzOVrbyNm+Xm/Qwjzwe5VGm8vuvZTOasfognY73vVD34eNLvmQzm2lMY6KoeIhIZe3NZbHkksvrvM5LvMRJnMQwhlWpbZHa7mAfTQ0BLgCaAQ/we4EgG7gpvLFERPbXe9MMAOanjHA4SXhlZHi54ooExycgkzrHa4wZA/Qq7UFQjrX2iAsGxpgPocKPA2+21s4o3edmoAh46QDNnGCt3WSMaQx8YIxZba2dV0HOqRC8SsnMzLRHmrkmWr8+QK9em8jPt0RHG95+u2lIiwSZmdGkp3v48cci3G7o29fHs89mU1gIhYWW99/PC3uB4NNP8xg2bEvpsAbD2rVp1Kvnpm9fP337Vs/CwF6ZZPIVX+HCRW96Ox0HgD/z57JVCRJJZBGLiCb6gPsbDG/wBldzNf/iX2XPRxNNBzpU6pyv8zoXcRF+/MxgBt3pDgS7/KeSWoXv5neP8igXciFu3DzKowwtvYnIoR2wQGCtnQZMM8aMtNa+EcFMIiIVGvbTNKB2Fwg8Hhg3LoG4OI2NlIi7FBgNJBGcNHBflir0KLDWDj7Y66WFiVOBQdbaCi/qrbWbSrdbjTH/Dzge2K9AUJtZa1m1KkB8vIu0tP3fwi1fXojbDcXFUFBg+fLL/JAWCK6//jfWrAngdsNrrzVlwAAfTZq4MaaY4mIYNSru0I0cwtq1hQC0bl3xMIFZs3LJzQ3+E3G7YenSQvr3j0xhoLjYsnNnCQ0auDDm8Au4s5jFUzxFNNFczMVhSHj4ivdZudyLFz+H/lkaDEMYwlM8RQEFGAzXc32lV0i4kAvL5gMYz3iWsvSQx1gsD/EQc5jDWMZyDuccdP+/8Bf+zJ8ByuY2EJHKqcw70GbGmAQT9LQxZrEx5qSwJxMRqYNOPTWG1FTNOyCRZ62db629DJhkrb3wD19jw3VeY8zJwPXAcGtthbPLGWNijTHxe+8DJwErwpWpuho/fjvdum2kTZtfeOWV7P1e79XLh9/vIiHB4PMZTjut8kv4bdpUxKOP7mbu3LwKX8/KKuGxx7IIBCA/H+67bxc+n4vFi5sxbVpjvvwylZNPPvQI1KVLCxgzZit33rmToqLytaB//GMnXbpspEuXjdx1184Kjx8yJIaYGIPfb3C7DZ06RWa+gU2bimjR4mdSUtYzcOBmAoHD75wSRxxXczWXczleDj/3dVyHDx+d6cyv/HrYx1fkJV4ihRRSSeVFXqz0cUMZykxmcid3spKV3MZtlZ70b+/3bjBlyx4eygu8wHVcxwd8wHmcxxKWHPIYd+ntN35jMYsppLBS5xKp6yrzmzzWWptF8D/jxsCFwN1hTSUiUgf5fIahQ2v8FC9Sw1lrn4nwKR8hOMHIB8aYJcaYJwCMMSnGmL2rJzQB5htjlgJfAe9aa+dEOKejiostzz6bTW6uJS/Pcvfdu/fbp359N6tWNeOVV5qwalUaHTtW7iI0O7uELl02cO21OzjllC28+eae/fbx+4MX5QDR0dCyZXCMuNsNc+bkcvXV2/n884NPIJuTU0Lfvpt44YU93HHHLu64o3wR4KGHdpOXF/z+HnhgFzk5Jfu1MXCgn08+SWbKlAYsW9aMBg0i8+nwM89ksWVLMYEALFxYwPz5kZ0sdzWreZRHKaCAVazi7hC9Fe9HPzaykQ1sKBv28CEf0oQmNKMZ/+N/Bzx2EIOYxCRa0/qwzvkWb9GGNiNtb3QAACAASURBVHSlK9OZXqljXuGVslUUiihiXiU7Dy1nOS1pST/60Y1uFFBwWFlF6qLKFAj29qEaBjxnrV26z3MiIhICxsCkSYlatUDqHGvt0dbatNLlC7tYay8tfX6TtXZY6f0frLXHln51sNb+09nUked2G9LSPLjd4PPBccdVfPFfr56bYcNiKhyC8Ef5+SUMHbqZxo3Xs3NnCfn5ltxcy6xZwV4En3+eT/36PxET8yOvvbaHjz5KYehQPxdcEM+UKQ0AuO6635g2LZsPP8xnyJDN5OXtf1G/1/btxRSWfoibl2dZtqz8J7odO3qJigoOtdq50xIf/xM9e26kpKT8p/XHH+9j/PgEmjU7sr+XS5YUkJ6+nvr1f+K11/YvhlSkWbMovN7g29+SEmjaNLLd1vedF8CNm1gq3zukIhZLgIpX8/oLf2ErW9nIRkYxqvyLxcVQ8Sigg5zMQnExr/Eap3AK3/ANq1jFQhZWurjQdZ/F0wyGXvSq1HHP8zzZZLOHPfzIjyxi0eFlPwI55DCSkbSiFU/wRNjPJxJqlSkQLDLGvE+wQPBeaRe/A//1FxGRSjMGjj7aw/jx8XTrVrmuliJSN82bl8KllyZw/fVJPP54wyq39/LLe5g3L5/8fEtxcbDwEBNj+NOfghefl1yyjZ07S8jLs4wbt53MzGhmzUrmiScaER8ffAu5fn0RBaUfygYClj17Dnzx2Ly5h4EDfcTEGGJjDddck1Tu9RkzmjBxYiJNmrgpKQleV37xRQEPP7x/b4mqGD9+Oz//XMzOnSWc///Zu+/4pqr3geOfk6RJ2nTQFugAyhRQlKHsKYI/loKgsvd0MlTk+2WJC1SQIYIK4gZcgIrgxvFV2YJMRTaljJa2tM1oM87vj9TQ0t2mpC3nnRcvm+Tec58GX+He557zPMPjyaPsRTYjRgQydWoInToZeeutytx447VtpVib2ixkITWpyR3cQQ1qsIUtxRrrOMcJIww9ejrRCUn23//fTgsAZziDjczZEk4njBoFU6YUPkkgJUyZQuKoexjtHMFmNjOd6WygaJ1TZzCDXvSiKlV5lmdpTvNC7deUpgRkNl9z4aI2tYt03OKYz3w2sYkTnOAxHuMYx0r9mIriTYVJvY4BmgLHpZQWIUQ47mUGiqIo19QLzVf6OgSvqVNHR7duAbRrZyQkRBUkVMoO4a6+NgSoI6V8RggRA0RKKXf4OLTrXkyMjldfLXliICXFxeTJCezcmY4r85ZPQIBg4sQQ+vc30bSp+251UJAGIdzXeAEBuU8effrpMP73P3fnhLFjg6hSJe8760K4OyscOWKnalUtYWHZtw0N1fLCC+Hs25fB2bNXLlJfey2FSZMqXT1csfn54fm9/ArZTU+jEcyZE+a1GIrjAR5gHOO4mZt5nMcBWMACHuCBIo0zmcmeNoC/8Atv8zajuVJm5BZu8Swt0KHjEpeoRjX2aw4SFeai8pLM7gWLFrk/yLxkJgdYsoTkSXcjNO6/bzt2TnCiSDGbMPElXxZpH4ChDCWDDHawg9GMJoqoIo9RVGbMnuKPAnElwaIo5URhzkrbA4FAYyFER6AR7grHiqIo11SKPpwUfbivwyix4GANkyeH0LNngEoOKGXRcqANeOYWpwLLfBdOxZSRITl2zJ6jUN+18OijCaxencaBA+7jR0VpGT8+mOefD/UkB6SUDB0aSPXqWho08GPjxty6VLpbHyYk1OLChZosW1Yl3+Pa7ZJ//rFTs6YuR3Igq/ffr4omy1fjsWMOAL7/3kL9+qdp0+Ysp07lPj3+ahcvOklMdGZ77Z13qtKkiZ7atXWsXx9RrI4EpSGVVBaykOUsz3OtfAIJHOc45szHp3zqeU8iPev083N1McGLXMz2/DmeI4AATJjoQheiieYpnqK1aEPMonVsm9QKlizhlym3MVaO4TSncx4kS3Lg2KS7abroRyzCih49lanMEIYU4hNxW8pSQgmlKU05y9lC7wfuC/QxjOEN3vC0UyxtT/AEDWmIHj3jGMdN3HRNjqso3lKYGQRTs/xsxN1WaDdwR6lEpCiKkocuZz4C4IcaA3wcSfFptbBsWTiVKqm2S0qZ1UpKeasQYg+AlDJJCHFt51NXcBcvOrn11liSklxUr65j165qnin718LJkw5PLQCAI0dq5Git+vbbqUyblojVKgkOltx0U97/C+j1Ar0+/++0tDQXt912lrNnHQQGatizpxpRUbmfhoaHaxk3Loj3309DSmjeXI/LJenT5wIWi+TYMQdjx8bz7bdRfPKJmfh4J0OHBuVIuL70UhKzZycBglWrKjNkSBAAN9zgx5491fON1xe6053d7EaDht/4jdWszrFNFapQhzqc4QwSyX3cB8A2ttGDHpgxs4QlPMiDeR7nDd7gJ34ihRTCCc/RcvEO7uA4x7nABW7mZgSCV3kVCxYQcNeif3ibOty9ZA972Msdi37iqMgyjT5LcsAyaRz1F72JS7gTYTWowRGO4Efhpm4kkMBUppJOOqmk8h/+U+jChr4SQQT72e/rMBSl2ApMEEgps/VCFkLUAF4qtYgURVHyUBESBCNGBKnkgFLW2YUQWnAvTBZCVEHVHvKqTz9N49Ild1HAuDgHX31loX//wGt2/Llzw+je/Rzp6ZLJk0NyJAcAfv7ZhtnsvqhzOCSnTjlK1FLw22+tnDvnwGyWOBxOPvrIzOTJIXluv2xZZdq3N5KWJhk+PBAp8cy2cLnAYpHMnp3EokWXcTolr7+ewr591bPNBnj66eTM+giSGTOSPAmCsmo3uz0zB37l11y30aBhO9vZwAZqUINKVOIu7mIHOzzLBiYxiSEMYQc7uIEbqEnNbGNEEEECCZzlLNFEI5G8xVs4cTKMYRgxEpH5+FcTmvAbvwHQVDTjiUWnOQZMXiKB4zgW2dEJv2zJASZN4sVFwZ7kAIBf5qOwRJa66AKBFvXvp6KUtuKkq2OBm70diKIoSkXXsKEfffuWrPK0olwDrwAbgKpCiOeBX4G5vg2pYqlb1w9t5nWOywW1a5de95IDBzK4++5zjBx50TPVvl07IwkJtbh4sSYvvZT7sq1Ro4IICBAEBbm7JzRokPdFncslGTMmntDQk/Trd56MjJzLJurW1eHMnOmv0wnq1897vJ07bTz7bBLVq+t44IFgAgI0aLWClSurEBgoqFZNy/LllfnqKwtms8Rmg0OH7KSnZz9ujRo6NBp3nYF69Qr3GUspWbgwmc6d41i5MqVQ+3jLYAYTSCABBDCOcdneu8xlZjGL2cxGIhnBCDrQgTu4g01sIoEEz8W0P/40oxn96EcjGrGd7TmOpUNHTWrihx/DGc6jPMpkJntmJFztMz5jOtOZwQzWs54xYixTFsHiSTBpCbw6RU9T2YT0KQ95kgMsWkQlEerpwCAQLGRhkT6TcMJ5lVeJJJKWtORFXizS/oqiFF2B35ZCiKXgKW+qwV2w8M/SDEpRFKUiatRIzdJWyj4p5WohxG6gC+62xvdIKQ/7OKwKpVu3AJYsCefLLy0MGhRIixZGLl1yYrNJqlXzXrJASkmXLnHEx7vQ6dzFCdevd9cSMBgEhw45sFjstG1ryLEO//bb/dm3rzrHj9tp397oafGXmwULLrN6dSrp6fDNN1bWrElj5Mjsd+ubNDGwdm1VPvggje7d/enZMyDXsf7+O4Pbbz+H1SqZP/8y330XRdu27g4vw4cHMXz4lXGHDw/i8OFENBq47TYDRmP2+17ffhvF9OmX8PfXMG9e4QoMbtpkYfbsJMxmyY4d6TRqpPcc39ssWDBi9NQEWMUqRjEKI0Za0CLbtvdwD7/zO+CeXbCFLdiwYcYMuOsPhBJKbWozgQk8wROkkgrAWtbmu/5+C1vcyweA//G/XLcJJpineMrzvAlNMAkTUxa5jz95CUxesg/Y50kOIAQP8zAHOcg2tjGRidzFXUX+nMZmPgDiiGMve2lM4xy1FBJJZBSjOM5xXuAFetGryMdSFKVwNQh2ZfnZAayVUv5WSvEoiqJUOAEBgv/8pxLNmhkK3lhRfEwI0Ro4KKVclvk8SAjRSkqZ8zakUmxjxgQzZkwwAOvWpTF0qLvd3uOPV+L5571TLd/lgkuXXEgJdjucOOHwvPfii0k880wyQkCLFgbmzg2jTZvsF8J16/pRt27+08FXr05l9uxET6tDkHkWtu/d20Tv3vnPotq7NwOt1j1T3emU7NqVnucF+sSJITRvbiA+3kmPHjkTDjExOj74ICKXPfMWG+vE5XLfF9No4OxZRwF7FN2/MwDWsIYqVOE3fqMOdRAIOtAh1332sY8MMjw/g3u6fjWqcYpT6NCxgQ10ohMJJPAETyAQ+ONPO9rlG88gBvEWbwHkOYPgardzO41oxE6xkymLJJOXZHlz0SKkgM/YwAlO0JWuPM3TVKNaocbOy7d8S1/6IhB0pCOb2JRtCcITPMFXfIUdO/dxH/HEE8i1W7qjKBVFgUsMpJTvZvmzWiUHFEVRiubOO/1VckApT14D0rI8N2e+ppSS2bOTsNkk6enw4ovJyML2mC+AViuYPbsSej34+wtefPFK4uH111OxWCRms+Snn2x07XqOd98t+pT69evNWZID7pkHQUGCZ59N4siRjLx3zEPnzv4YjYLgYIHBIPKcafCvtm2N9OljyneGg8XiwmwuXBmNAQNMVK+uQ693FzPs1Sv/4xfHX/zFOtbhxMlFLvJSIUp7TWIS/pmPSUwC4D3e83QgMGDw1C+oTGW2s51ZzGI1q7mf+/MdezGL2cAGPuVTVrISiWQmM2lGM17mZb7ne0YyknrU437uJ5VUDBjYylZulo1YNCX7eHLKZGbJmQxhCI/zOIMYxA3cUOTWhldbyEIsWDBj5iu+4j7u4y7uYghDiCeeJJJw4E7ouHDl2QlCUZT85TmDQAixnytLC7K9BUgpZeNSi0pRFCUXT7f6wNchFNmdd/ozZkzZLoylKFcRMssVqpTSJYQovUXyCg0a+HH0qB2HA6pV03m17d7s2WE8+mgI8fFOXnghmc8/N/Pss2G0bWvg/HkHtswW7RaLZM0aMyNGBBdp/HvvNfH111YAqlTRMmRIIMOGxWOzSRYsSObEiZh8WxperWpVLX/9VYOdO9Np0kRPZGTJ/tf76KM0Roy4iJTuwodjx+b/+4WGavnoo6pMmJBAcLAgPt5JzZr5308zm10cPJhBgwb6bJ0U7NiZxzwOcYgneILmNAegEpWQmafYevREEVXg7zGb2dzHfQgEN3IjAFq02e6g67Kc1t/IjTzN0wWOC+7aAF3p6nm+jnUsZjFmzBzmMBLpmb0QSyzP8iwv8RIaKdg0pT41lhzglUkaLi76DzdOWcGQJa9QDT3WRRn8G54VKx/yIf/lv4WKKTfNac4P/OBJAqxnvef3vsQlFrOYHezgIheZyUzCKf9tkRXFF/L71i36IiFFUZRSlK71/p2c0tStmz/jxweXmR7bilJIx4UQE7kya+Ah4LgP46nw3n67KjNnJpKU5OSZZ7yzvCCr0FAtbdvG8c8/djQaOHrUwRdfRNKixWWeeSYJq1Wi1Qr69Cn6d+zgwUHExPhx7Jid3r0DmDkzCYvFffErJRw9aqdly6JVng8L09Ktm3e+7x9//JJnhsPUqYkFJggA7rrrAnFxTjQaGDToIr//nvfU+MREJ7fcEktamgs/P8HevdWpXt19ej2PebzAC1ixspnNnOUsQQQRRRRrWcs85tGMZkxjWqF+l5u4KdvzYQzje77nR35kMIPpTOdCjVOQS1zCldm4xIEDJ07Pe3bsXOayp1tBjSXrcU56hNGL5rJUvMroRZeJByYvcacUJi/CkySwYaM97QkhhBWswIKFs5ylHe34mI9ZyEJa0YrFLEZPzpo9c5jDDnawhS3ZYnLg4BSnaEhDznIWicyWOFEUpWjySxD4ARFXLykQQnQA4ko1KkVRlFz0PPkOAJtrjfRpHAWJjtbSvr2RgQMD8fNTJylKufMA7k4GM3HPJPwBGO/TiCq4kBANS5dWLtVjnDrlwOkEpxP+/tuOwSCYPLkSw4cH8cknZmrW1NG9e+4X5XFxDl57LYXISC0jR7q7G2RNfLZvb6R9e3edgMGDA3nnnVS0WoiI0JaoNaI3VKum4/x5J1JCZGThEhUpKe6LY5cL4uMdTJ16iffeS6VDByOrV0dgMFz53b/91kpKiou0NInRCJ99ZuaRR9ztGw9yECvu2RUOHMQTTxDuGWV9Mh8loUfPWtZ6np/nPF3owlGO8jAP5+gY8D3fM4IRBBLIOtZxcx5NyQYxiNd4jT/5k4Y05DjHceDAjp3a1GamnJGtlaF20SIChSCEELRCx5RFdvzQMWmJAy1aHlskqCvqsZzlJJCAFi096MFRjqJFSwMacJCD2LBxmMPUox6P8ViOuHTo+IzPGMlI9rCHxjRmIxvRomU+8z3bqeSAopRMfnOmFkNm+dPsrJnvKYqiXFPt476gfdwXvg4jT35+MHlyCG+8UYVhw4JUckApl6SUF6WUA6WUVaWUEVLKwVLKi76OSymZ6dMrYTCA0Sh45plQz+thYVomTAjOMzkgpaRt2zjmzk1m0qRLBAWdJDr6NMeO2a9s5HS67yjjbqF44EB1Pvkkgr17q+Pvn8epprsKodd+v7x88klV6tbVYTIJevf2L9Q+S5eGo9e7C8w+9FAIr72WwsWLLjZvtvLWW9lPjW+6yQ9XZnkDjYZsCZHHeZxAAvHHny50oTa1vfZ7vcmb1KEOfejj6VbwEi9xhCNkkMHrvM5hrjQfceKkBz2II44jHMm3LkEQQexhDzZsHOAA/+N/vMd7JJPMUfkPNaYszNbK8N+qlOMYx2AGU1/Ux7FoPkyaxCNLnJyfMoh98k9SSPHEcoITWLGSRhr72e+5qM8ggwtc8MQikRzjmOe1AAL4mI/5h39YxzriiSeBhGJ1R8jNIQ6xla2eGRSKcj3KbwZBLSnlvqtflFLuEkLUKrWIFEVRyqnBgwPp0qVwJ6CKUlYJIYzAGKAR4CkfL6Uc7bOgKpD0dMnlyy6qVNFc0+VHM2eGMnq0O3FZpUrhp/xbrZLYWIfnIhjgwgUnPXqcx2QSTHsikIHfTISwMM/FYu3aftSunU/3g8zp6SQmwttvg7ZoSxCKYvv2dM6edWI2S5YtS6VnTxOdOuX/PT1yZDDDhgUhBPzyi83TleHfzgpZNW5s4IsvIlm3Lo3u3QOyjd2SlsQSSwIJni4F3nCGMzzKo9iwcZazPM/zvMALmDChRetZo+/PlVj2s9/zOkA88QUe599p/rdlPjx/b7kkB8DdVeFN3nQ/EcAi92cVtmQJEMaIRcNZKdzvN6QhhzhEOulUohId6ch61lOd6p4ijAAP8RDv8i4Aa1jDPdyTLcYQQgr5qRVsBSuYzGQ0aOhNb9awxmtjK0p5kt8MgvyavqozYEVRlCwMBlHgSaeilBPvA5FAN+BnoDq5zyhUiujQoQyiok5Ro8Yp7r//gte6FRRWdLSuSMkBcHc/iI7Ovo9WC8eP29m7N4PRYxNJ8avkvmicMsUzkyBPWS8yw8Lct90L4e+/M3jssQRWrLjsaUNYGImJrmzJjT17MrDZCr47rNUKNBpBp05GhgwJJChI0LGjkdGjcxad7dLFn+XLq+TawjGEEOpS16vT3tNJ94znwoUZMwDTmEZPelKHOixmMbWo5dknkkgMuLvpCASjGFX0A7tc7qROluSADZunk0IOQri3mzQJS2Is77ne8by1hz08xmPMYhY72cknfIIFCyc4QTTRgHs2wQpWYM18TGe6u/5BKVnKUqxYMWPmQz7MVudAUa4n+X0r7xRCjLv6RSHEGGB36YWkKIpSvjRurGf+/LAin3grShlVT0o5CzBLKd8FegG3+DimCmHBgmSSk11kZMBXX1k5csRe8E4+duyYg4sXs18oBQUJTx5AaASnJ7unkxeYJMjjDvQ//9j58MM04uIcue5mNrto3TqOxYtTmDIlkYULC3+ROHhwIDfe6IcQkJEhmTnzEg0bxpKcXLiLPyEEr79ehZSU2nzzTRQBAYVLaJSmetTjUR7FgIEbuIHpTAcgkEDWs55jHGP8VWVDIonkG76hL315hmd4gReKfNzT2rO8/XZH9i8aDUKwhz1EEEENajCMYZ7ODNlkJglOvT0Hl/ZKkkQgaEc7nuIpYogB3K0asyZS/PAjgghE5uMIR4ghhn3kmODsFW1piz/++OFHfeoD8DM/c4ADpXI8RSmr8ltiMBnYIIQYwpWEQHNAD/Qt7cAURVHKOp0OnnyyEm3a5DfhSlHKnX+vWpOFEDcD5yHLrUil2GrX9sNoFFit7gup8PCyn1QMCdFw9UqIyEgdwcGS06cdDBhgotHNevfFPrgv/iHH9PMTxzPIeHgKDb5eni05sG9fOm3bxiEE6HSCw4er52hteO6ck4wMiZTudozbtxe+v31QkIbdu6uzdGkyTz6ZhNksEcLJN99YGTAgsFifSVnwYuajKDplPgriwsW3fIsBA7dzOwLBec7TmMbYte6vhx/5kfnM99QV+JRPeZ7nPRf72QhBQ20jBjCAD3C3K+5Ah2ytFXMjEPzKr0xhCl/xFXbspJDCG7zBMpYV6XcvjFd5lUY0IpFEHuZhetObX/gFFy6WsYyRjPT6MRWlLMozQSClvAC0FUJ0Bk+Z001Syi3XJDJFUZSrTG+73tcheISFaRg6NFAlB5SKaIUQIhSYBXwBBGb+rJTQtGmVSElxsW9fBtOmVaJy5bKfIKhSRcv69ZEMG3aRy5fdrfymTg1h5MggHA6yF2PNJUlwKdHFmNEX6bxxOpPkOyz3G0nPSS9RKzN58O23VjIyJHY7BAXB77+n069f9tPTOnV0NGmiZ//+DFwueOihglsVXq1RI4NnNYPLBfXr51MjoRy4wAW+53ua0CTPbgTFNZShbGQjLlzEEEM66XSlKxKJBQtatPzAD9SlLkaM2LChRUslKuU5pkDwPu97ahQ8wAPUpCYDGcgCFuS5BKMOdVjBCupSFzt2AgjgZm7mBCfYwhba0CZH+8fi8sOPiUwEwIKFb/jGs8xAJQiU60l+MwgAkFL+CPx4DWJRFEUp8yIitAwYYKJzZ390OtWlQKl4pJSZVcb4Gajjy1gqGr1eMH9+uK/DKLIePQK4eLEmO3emU6mShgYN3MXr/K6+xv53zTl4kgSjjk2jy5fTmcQ7LGYkM/1mEfi/dGrVdo/RoYMRPz+BRuOeIdC8uSHH8TUawc8/R/PHH+lUq6ajevUCT19zuOMOf1atqszmzVb69zfRrFnO45QXSSRxC7dgxeq529+Odl4bfwMbsGED4C/+AuB93keHjgDc3S7u4A6a0AQ7dg5zmBnMIJiCEzcGDLzP+3zER1ixsoQl3MqtDGFInvtEEMF3fMdyltOc5vSgB41p7Ll438pWGtO4pL92Nv74E0MMscTih1+hZl4oSkVR9G9YRVEUH+l77DUANtR98Jof22QSDBoUSK9eASoxoFRoQohwYA7QDpDA/4BnpZSXfBnX9WD7dhsnTzro2TOAoKCC17qfOePgoYfisdkkr7xSmRtvdF90b9tmY9y4eIxGwfvvV6VhQ30BIxXM4YDnnktiyxYbd98dwOrVVdFqc/kuvCpJ8AXuRMFiRjKFmZiEoHXrKxfnrVoZ+fnnaH7/3Ua3bv7ExOR+aurnJ2jVqmQztgYODGLgwJxFBkvTKU7xF3/RhjaFuoAujD3sIZ100kgDYBObvJogaEtbtrIVO3acOJFItGj5kA85xzla0IImNAHgZV4u8vgZZHgSEE6cPMMz+SYIANpkPgA+4iPAfZffgIEf+dHrCQKBYCtbWclKIohgNKqJi3L98H2lFUVRlEJqceE7Wlz47pofVwiYPz+cPn1MKjmgXA8+BC4C9wL3AQmQeUaulJrVq1O5445zjB0bT8uWZ3E4Cq7Uf//9F9i82coPP9jo1eu85/W+fS9w4ICd3bszGDw4jwrzRfThh2n8+KMNi0WyaZOFjRstuW4npWTzV1bebPR0ttenamfSq1cA27dXo3797AmL5s0NTJwY4pmZUBzbt9uIjj5FWNhJNm40F3scb9rFLhrRiP705xZu8VzQl1RjGqNBgz/+BBBAF7p4ZVwzZmKJZSMbWchCFrGIxjRGj57udGcSk5jHPCzk/ndfWEMYgpYry2uKOl5rWgMQQABatNzO7SWKJy8RRDCTmYxjXLZ4FaWiUwkCRVGUfNSooeOBB4KpUUNNuFKuG2FSymellCcy/zwH+SwuVrxi7VozFoskLU1y6pSDs2dzr+if1YULTlwud3OAS5euVOU3m91t/KQkz84ARZW11oCUV9UewJ0YOHnSzvPPJ9H//vOkPzQ52/tp417hy42RNGpUstkMUkq2b7dx8GBGttfHjInn3DknSUkuhg+Pz3P/Q4cy+OEHK3Z7yVtM2u2SlJS8WyZ+wieYMZNCCskks9tLTcAqU5m97OVlXuYHfvBKgmA3u4kiihu4geEMZwITeIRH2Mte0klnL3s5xjGOc5z+9M93rKMc5U7upCtdOcKRHO8bMfIGb6BHjwEDSzJnmRRWTWqyl728wivsZKdnNoOiKN6hEgSKoii5CAwUvPFGZZYvr0zPngG+DkdRrqUfhRADhRCazD/9gU2+Dqqiu/vuAEwmgb+/oGpVLdHRBSclly4Nx2gU+PnBokVXahs0bnylOMClSy7i4x0cOpSR78VsQfr3N9G/v4moKC2jRgXRs6d/tvdHjYrnxhtjeWp2Es9ZnuVhxzu8IkZy8XwGTJqE4fVX8m+BWEhjxsTTpcs5WrQ4y6uvXml3mDVhkaM2Qqa1a1Np0eIs99xznq5dzyFLEMuff6ZTteopKlc+ycMP556QaEc7AghAgwaJpAENin28q9WkJg/yIC1owShGEUYY/emPneK1znyJl0glFRs2QEYGjwAAIABJREFUNrGJU5zK9r4LV64/56YvffmBH9jCFvrQJ9dt+tGPgxzkMpfpR78ix1uHOoxhjNcKFCqKcoW6JaYoipKFVgtDhgTSvXvh1gArSgU0AXgMeB8QuG8mmIUQjwFSSumdhdRKNhMmBFOrlo4TJxzcf78pxx363Nx1l4mUlFq4XGAwXNm+Zk0/tm3LwOl0L5H6v/87zz//2NHpYOvWap5aBUWh1Qreeqtqru9duuRkzZo07HbJIp5jcmZBwsfkTF67/Tw7d7xMIOTZArEo3n8/DUfmpIhXXrlMYqKTF1+8jMMhPUM+80xorvu+8UYqFos7KbBtm43ERFexW03OmZNEcrL7QnnVqlRmzQrN0Z6xN735hE/YzW7u5V4iiSzWsfKziU18yqekkcZGNvIe7zGGMUUepz718ccfK1a0aAkjLNv7H/ABAxiACxdrWZvrGN/wDatYxWlOI3F/zgkk5LpdX/riwsU4xrGUpUWOV1GU0qMSBIqilBsZWu+3FNRoICZGR82aOmrV0nHLLfoSrYNVlPJOSnltq7gpHt26FX22Um6JhPnzwzl61MGpUw7GjAnklVdSMJvdF9BvvZXq9U4KQUEaAvxhjt2dHFgiRjJFzgQEsbEOvv3ORr8shQuPH7ezpNYc+t0bSKdO/vmOndX27Tb8/QVpaRK9Hm65Rc+8eZex2bLPBPjjj4xc9+/c2cjOnelkZEiqVtVSqVLxk8A1augwGCA9HXQ6QWBg7mP1zHyUFoHw3NG3YWM60xnIQEyYsm23n/38yq90pjMNaZhjnFnMwomTQxxiGtNyFFRsS1vOcCbPOI5whH70w4IFPXr88EODhmUsy7HtUzyFFSsAr/EaL/ES/hT+/wNFUUqXShAoilJuzGm1xutjduvmz0MPhXh9XEUpr4QQ7YC9UkqzEGIocCuwWEp52sehKYUUHa1j+/ZqAMTGOli8OAUAf39R4hoAudH7wRf1XqTjH+6ZA/8mBwBcLqhdW+fpbnDmjIM665dRGws935zFzl3VuemmgmOyWFx07XqOtDSJTgetWxtZsCCczZtjs21nMglatcq9heGsWaHUquVHbKyD0aOD0GoFx4/befXVy8TE6HjkkZBCF6KdNy8Mm03yzz925swJzTNBUNp60Yv61GcvewGwYmUb27LVJdjPflrTGolEg4a97KUe9bKNo0fPXOYWO46TnPQU8nPiZBazmMEMdLlcajSkIXvZSwYZVKISK1jBOc7xEA8RQ0yxjv9vkkSjVk8rSompBIGiKNe1tm29PytBUcq514AmQogmwJPAKtzLDVQj8HKoenUdX38dyYoVKbRqZWTEiEDPe3//ncHixZepW9ePyZMLf3GcjZQwZQod/1jBUs1IpriuJAd0Oli1qjLNmmVesAvBuvbPof3czGTnO+gdcOjgK4VKEFy+7PIUFnQ4IDhYQ+3afixdGs4zzyQRE6PjttsMtGplZNAgU65jaDSCESOuTJCx2yWtW5/l0iUXBoPg4kUnc+cWbnaFyaRhxYoqhdq2NGnQMIc5DGYwFiy4cFGf+tm2+ZVfkUisWAkkkK1spR71cOHiV34lhJASF/rrSEdqU5ujHMUff0YwItfkAMCrvEoYYcQRRwAB/Jf/kkEG7/EeZzhT5I4BG9jAYAYDsIY19KVvrtvtZz+TmUwIISxneaks+VCUiqBcJQhGjx7Nl19+SdWqVTlw4ICvw1EU5RobcGQhAB/Vf6zEYwUFCYYNC6Jp09zvNCnKdcwhpZRCiD7AEinlKiHECF8HpRRfhw7+dOiQfQq3zeaiTZs4kpNdGI2C5GQXzz0XlscI+XC5IDGRjAcnsu7gkwTsysBqlUjpXsK1fr2FgQOvXJTf09dEs6dno7VCVW0KXToX7js4KkrHgAGBfPRRGn5+gpkz3Y01xo4NZuzY4pXFSE52cfmyC5cLrFbJ9u3pxRrH1/rQh3d5l9/5nUEMogY1sr3fmc5o0BBIIAJBBzoAMJCBfMVXuHDxIi/yCI8UOwYjRnazmxOcoBrVCCDv5TKBBLIQ97/n7WnvWW4QTzxppBFCwbP60kjjHOeoQx0e5EFs2AB4kAfzTBD8H//Hec6jRUsqqXzHtW+brCjlQbmahzNy5Ei+/vprX4ehKIqPNEn4lSYJv5Z4nE6djLzzTlV69FDdCRQlF6lCiP8CQ4FNQggtkEddeKW8Skx0YbG4L+StVsnu3cW8ONZq4e230S9bzE8/V8Nsro3J5J5BkJEBv/xiy7Z5rVp+HDseQ9Mty+l+7kNCKxd+ycO771blxIkYLlyoScuW7tlfZ844qF//NAbDcR58MJ59+9IL3Z2gcmUNXbr4e7pHPPZY+e3meR/3sZCFtKBFjvf+ndK/nOXsYx+1qIULl6e4oQULy1le4hh06LiBG/JNDlxtClPwxx8TJnrQo1DJgSMcoQY1aEpT2tGOUEIRmY+riytmlUgi4F4CcY5zhY5RUa435SpB0LFjR8LCipHdVhRFyWQ0CoYMCUSvL14FbUW5DgwA0oExUsrzQDVgvm9Dun7Fxjr4z38usWRJsmeKvTdERWnp3NmITue+03/bbSWoTaDVZutKMHBgIIGBApNJ0LOnP/XqnSY8/CQff5wKQFiYlrbt/AkMKXreKSpKR0DAldPXOXMSOX7cQUYGvP56Kq1aneXRRy8VaiwhBBs3RvLTT9H89VcNevWquEnjetRjGMOoRS3AvTShEY3Qo8cffzrS0Sdx3cu9HOQgW9jCZ3xWqH1WspLLXMaChYMcZDazaZ/52MCGPPdbwAL88COAAM8MBkVRcipXCQJFUZSSatZMT1RUuVpdpSjXlJTyvJRyoZTyf5nPT0sp3/N1XNcjl0vSps1ZFiy4zH//m8S0aYleG1sIQadORjQa9yqBhQtTOHnSnuf2UkrGjo3HZDrB7bfHkZbmynPbFSsq8/nnkWzeHMnevRkcO+YgMdHFoEHxOBx571ccwcEatFmWrNts8MYbKYXeX6sVNG9uICbm+vt34Wd+Zg5zmMtc/uIvQghhClM8LQqvldrUpiUtC11g8EZu9HQ9cOGiPe35JfPRgAZ57vcoj3KZyySTzP/xf16JXVEqIpUgUBTluqHRQO/euRevUhRFKWusVsm5c06cTvfPv/9uK3inPEgpmTr1EmFhJ+nZ8xwWi4v4ePfY4E5GdO58jq5d4zh/3pFj/59/tvHRR2lYLJLt2228+WZqnscSQnDHHf507OhPXNyVsVwuOHo07yREcTz9dBjduwd4ljUAOJ3w22/F/6yuF2GEeQoEbmMbKaSwkpXsYEehx9jBDl7kRXazO9/tLnOZtrTFhImJTCxREmIUo3ie5+lPf77kyxw1F/Ljjz9+asWUouRLJQgURSk3UvWhpOpDi7VvdLSWJUvCuflm77f4UhRFKQ0mk4a77w7wrJGfMqV4xfgAduxI57XXUkhKcvHjj1ZWrEhl8uRKREdrEcLdGeDkSQc//WSjdeuzdO0ax9atVy6yDQaBK/PmvxACg6Fwy7QGDw70rD4wGCAiouA79Wazi9dfT+G991JxOq9cSJ454+CRRxKYNSsRs9kdTHCwhs8/j+TjjyPQZ369SwmbNpkLFV9urFYXv/1m48KFnImSsiCDDB7jMTrRiU1sKvF4WrSIzM4TElnoLgJ72UtnOjOTmXSkIwc5mOe2y1jGbnZjwcJbvMUmNvEiL7Ke9UVOFggEk5nMR3xEZzoXaV9FUQp2/c2nUhSl3JrXfFWx9qtWTcsLL4RRqVLRWicpyvVKCOEPxEgp//Z1LNe7desi2LUrnfBwLXXrFv/O59V1+6SU1Kih49SpGJKSnERGnsbpdN99P33ayalTTrZvP8elS7XQ6wXNm+sZNiyQjRstdOxoZMyYoNwPdJWXXgonJETD/v12Hn88hNDQgr+He/Q4z65d6QgBv/xiZeXKKgghuP32OE6dcqDTwbFjdtasifDs07KlgYAADVqtRAi4886i1xO4eNHJ+vVpzJ2bTHKyCynht9+iady4bHW7eZmXeZ3XsWJlJzs5ylGiiS72eA/yID/xE9vZzgQm0JzmhdpvBzuQSBw4MGBgJztpRKM8t7fjnj1ixcowhmHGjB49C1jAAzxQ7PgVRfGucjWDYNCgQbRp04a///6b6tWrs2pV8S4WFEW5PoSFaejY0ci0aZVUckBRCkkIcTewF/g683lTIcQXvo3q+qXRCFq2NJYoOQDQqpWBBx8MJjRUQ+fO/kyY4J6NIIQgLEzHggXhGAzuu/z/JhPS0yVWq8Rul7Rrd44PPkgjLc3F9OmhhS70evKkg19/tZGc7CQ8PPfTTiklLteVDMa2bTasVonFIlm1Ko2QkJP89puVkycdOJ2Qnu7eJiXlSj2DypW1/PlndRYuDGfLlig6d/bP7VB5MptdNGkSy+TJlzhzxklqqiQtTbJ6dVqRxrkWYon1tPUTCE91/uIKIICNbOQiF3mCJ3iERxjCEI5xLN/97uRO/PAjmGB06OhClzy3DSfcU2NAixYLFuzYMWPmB34oUfyKonhXuUoQrF27lnPnzmG324mNjWXMmDG+DklRlGto+OHnGX74+QK3q1ZNy4IFYbz7blWmTq1E7dpqvaGiFMEcoCWQDCCl3AuZpc+VcksIwfz54SQm1mLz5qhsnQAAJk4MwWarw88/RxMUJPDzc78WEqJhz550Dh/OwGyWpKRI7r33PMOGXci1VsHV+vU7zw8/2NiyxUafPhdyvL9vXzqRkacwGE4wf34S4G5Fm1VqqmTKlEQefDAYY+Zb5865qFfvdLYaBzExOh54IJhWrbLvXxj//GPHbHaRnqXbY0CAu4BhWTOFKVShCjp09KJXvnfti2oUo1jJStaytsDp+7WpzWEO8x7vcZjD+dYCiCQSI+6/Fz16oogiiCACCGAkI70Wv6IoJVeuEgSKolzfGibtpmFS3oWQqlXT8vzzobz2WmUaNFC1BhSlmBxSysu+DqK8S0lxFwEsCYdDcvSoHavVu5X/89OqlZGEhFokJNRiwYJwwH3hfaX+ABw96uDDD83cf3/2C36HQzJxYgLNmsWyapW7k0BCgnuqvpSQkJDz85g6NZGLF104HDB9ehJms4snngjBkOW6XKOBKlU0LF0azrPPhhEQILDZ3Hf4P//c4pXfu359PwIDNZhMAqMR+vQJ4K23qnD//YFeGf9jPsaEiVBC+YmfSjRWPeoRRxzxxPMxH3vqB3jD3/xNBhlIJHHEFVgfIJpo+tCHKKLy3a43vZnMZG7mZp7kSQ5ykLWsZSc76UUvr8WvKErJqQSBoigVQpMmembMCKVxYwNCeO9kSVGuQweEEIMBrRDiBiHEUuB3XwdVnmzcaCYi4hTVq59izpziTf+2WFw0axZLkyax1Kp1mthY7xXM27MnnbffTmXXLhuXL7uQUrJxo5mPPkojI0Oi1wuCg6+cIkZG6vj++yiGDw/EYBBIeaWoYVYrV6by5pup7N2bwcSJlzh4MINly8IxGgUGA7z6auUcsWRtUeiugSDp0iWATp38EcK95KFLFyOrVrnrEHTpcmXpgBBw883emSEWEKDhzz+r8+qrlfnxx2g++yySAQO8kxwAGMc4LFhIJpkJTCjxeFq0VKKSFyLL7lmexYgRAwae5EmvJR8Egud4jv3sZzazMWGiF724iZuKNM4//EM72tGc5vzBH16JTVGU7FSRQkVRyrVbbtEzalQQN9yglhEoipc8CswA0oE1wDfAcz6NqJz5738Tsdncd16fey6Zp54KLXLi8qefbJw65cBicdcAWLMmjSefLPkF4S+/WOnR4zwZGRKHA4xGuOuuAL76ygrAO++k8tVXOe8Gt2ljpE0bI82bX+aJJy4hBLzwQli2bRISHDgc7t9bo4GkJBd9+waSmupuL6vT5fwMGjTw8xzbaBTs2ZNBp07+fPNNFFarC6NRZPvsmjUzsH59BBs2mOnZM4AOHfKvNWCxuPj0UzNHj9r5/nsrzZrpWbiwcq5dGKpU0TJyZOGKLxaVCRMppCAQBFE6x/CGfvTjLGexYStR4cPSMpCB7GEPEklvehNLrK9DUpQKRyUIFEUpl2680Y+uXf254w7/XE86FUUpOiGEFvhCStkVd5LgWhxzDjAOiM98abqUcnMu23UHlgBa4E0p5QvXIr7iqFfPjyNH7DgcEBmpLdasppo1dTgzZ+Tr9YJ69byTBP36awsWy5Vp4zYbbNxo8ay9//57a777P/poCEOGBKLVCkJCsk9EnTAhhPfeS+P4cQddu/rTtq17nUB+39GtWhkxmVIxm93dB7LWjPH3z32ia7duAXTrVrguBV27nmPv3nSsmb/Wnj0ZRETomD27eC1zi+sLvmA84zFi5F3evabHLqowwgreyEdSSPEse0ij7BWQVJSKQCUIFEUpNxL83Xe1evcOYNy44vcDVxQld1JKpxDCIoQIucZ1CBZJKRfk9WZm4mIZcCcQC+wUQnwhpTx0rQIsirffrsK0aYkkJjqZO7d4F1uNGun58MOqvPNOKl26+NO3b9Hb9uXm//4vgMWLU7Ba3RdZej3ccIMfJ064lwu0a1dwgb+//7Yzfnw8gYEaPvigqqfDQtWqWo4cqYHdTqG7HAwYYMJicfH77+mMHBlETIz3Tk0dDsnWrenZXktPl9kKG14rakp8dumks4pV2LEzlrGYMBVqvxWs4B7uwY6dlaws5SgV5fqkEgSKopQbC5sto317IxOHem9dqKIoOdiA/UKI7wDzvy9KKSf6LiRaAkellMcBhBAfAn2AMpkgCA3VsmJFlRKPc/fdJu6+u3AXToV1++3+/PJLNJs2Wdi1y0b9+nqefroS339vw2x2cd99BX+/9u59noQEF0LA0KEX2bq1muc9IQT6ItSIFUIwenQwo0fD5s1mwsJOotPBunURBS4fKIhOJ2jf3sAff6STnu4ulFilipapU72/dl8pPIlkKEPZxCYkks/5nC1sKdS+nelMsrvBiqc+ghMn3/AN/vhzO7d7tWijolyPVIJAUZRyo0YNHdOmqRM7RSllmzL/XEuPCCGGA7uAx6WUSVe9Xw04k+V5LNDqWgVX0TRvbsjRvu+eewqfiPh3iYKUkJbmvQ4LI0bEk5TkHm/UqHiOHo3hp5+sfPBBGp07GxkypOhr97/7Lor16y2EhWlo186AyaRBo1EXkL7yGZ8xhCFYsXqWCuxkZ5HGuDoBMJjBbGYzEsmjPMo85nktXkW5HqkEgaIo5caDf8+GyXpYvNjXoShKhSWl9PoCaSHE90BkLm/NAF4DngVk5n9fBkZfPUQu++baf00IMR4YDxATE1PMiJX8vPVWFcaMicdoFLzxRslnSvwra+FAvR5efjmJGTOSSE+HtWvTCArS0Lt30WZUGI0aBg9Ws87KivGMx4K7NaVAEEAAgxlcojE/53PScS8lWc1qlSBQlBJSCQJFUcqFevV0NNp9CPb6OhJFqdiEECfI5eJbSlmnuGNmFj0szLFXAl/m8lYsUCPL8+pAXB7HWgGsAGjevHn+TdyVYhkwINCrLQD/tX59BKNGxePnJzAYhCc5AO7aAQcOZBQ5QaCULcEEE59Zj7QWtXiHd+hAhxKN2Y52bGMbAsGd3OmNMBXluqYSBIqilGlaLTRtqqdfPxOaPb6ORlGuC82z/GwE7ofSK2suhIiSUp7LfNoXOJDLZjuBG4QQtYGzwEAo4W1Hpcxp2dLIwYPuPJBOd9zTxUEICArSMHCgmglQ3n3GZ4xlLFq0vMVbNKBBicf8ki95n/cxYizxbARFUVSCQFGUMm7w4ED691cnhYpyrUgpL1310mIhxK/A7FI65EtCiKa4Zy2cBCYACCGicbcz7CmldAghHgG+wd3m8C0p5cFSikcpAzp39mfrVhtSSu6/P5AlSyrnaKuolD83czPb2ObVMf3xZ7x7VZGiKF6gEgSKopRJfn7QooWBDh0KbrmlKIr3CCFuzfJUg3tGQdGrwxWSlHJYHq/HAT2zPN8MbC6tOK4VKd2rHoRQhfLy8+WXkaxfbyYoSNCrV4D6vBRFUa4RlSBQFKXMMZkEc+eGUaeOX/Y36tf3TUCKcn15OcvPDuAE0N9HsVQomzdbuP/+CwCsWVOFPn3U7Ki8GAyCQYPU51MoUsKpjeCwQO1+oC1Cn0lFUZSrqASBoihlSqtWBiZNCiEoKJeppCtWXPuAFOX6M0ZKeTzrC5lr/5USGj8+3tMicPz4BJUguB6c+wX2vQzhTeDW2aAphVPvbY/D4cx/H/95D3qU+4k2iqL4kEoQKIriUzod1KnjR+PGeho31nPLLXp0OjWVVFF86FPg1lxeu80HsVQowcEa4uKcSOn++Xpz+rSDefOSCA3VMGNGKCZTBf8MbAnwVU9wmCH2O9AFQNP/eP84Jza4jwFw9nvvj68oynVFJQgURbnmjEZB//4mGjfWU6eOH35+hUwIjM8sQqRmEiiK1wkhGgKNgBAhRL8sbwXj7maglNC6dRGMGROPlPDmm1V8Hc41d/vtcZw+7UCng5MnHaxZE+HrkEqX9SKejqFOGyQfKZ3j1OoNf61y/xzZ3itD2rEzkYn8wi88zMM8xENeGVdRlLJPJQgURbkmjEbBrbfqufVWAy1bGggN1RZ9kCOldHKlKApAA+AuoBJwd5bXU4FxPomogrnxRj2//17N12H4hMslOXXKgcsFTif8+WeGr0MqfZUaQnRnOPsDaA3Q+LHSOU6bRe7jOCxQ+z6vDLmKVbzLu1ixMpWptKc9jWnslbEVRSnbVIJAURSvEwKqVNFSvbqW6tV1NGqkp3lzA3q9WjqgKGWVlPJz4HMhRBsp5VZfx6NULBqN4KGHglm1KhUpYcaMSvluv3t3OuvWpdG2rZG77jJdoyiLIC0WLm6Hqq0gsHru2wgNdNsI5lgwhruXGJQGoYFa93h1yCSScOAAQIOGy1z26viKopRdKkGgKIpXGAwCk0nQs2cA99xjwmBQyQBFKaf2CCEexr3cwLO0QEo52nchKRXBK6+E8+ijwZhMGqpVy/sU9NQpO506xWE2SwICUvj00wh69Cili+viSD0JnzbBs3zg3j8hOI86nkJAYI1rFZnXjGc8q1nNIQ7Rne60o52vQ1IU5RpRCQJFUQp0553+xMToMJkEJpMGk0kQEKAhMND9PCBAqMKCilJxvA/8BXQDngGGAId9GlEZs3mzhZdeSua22wzMmxemZkcVkhCC+vULbsF36JAdTWb9QptNsnt3etlKEJzdAtLhntKvDYC4HyB4rK+j8qpwwjnAAVy40FDBi0kqipKNShAoipIrg0HQoIEfrVsbuPNOf4zGMnCC0LSpryNQlOtBPSnl/UKIPlLKd4UQa4BvfB1UWREX5+C++y5gtUp27EinShUN//lPqK/DqlDatTMSEqJBCBdSQt++ZWyJQdVW7v9q/EBkeV4BqeSAolx/VIJAURQiI7V07GgkOlpHZKSWqCgtYWHFKCJY2hYv9nUEinI9sGf+N1kIcTNwHqjlu3DKlkuXXIjMCQM2m+TMGadvA6qAgoM1HDpUg1270mnY0I+oqDJ2uhrWCHr/CnFb3MUBw27xdUSKoiheU8a+cRVFuVaMRkHz5gY6dDDSurUBjUZNkVUUBYAVQohQYBbwBRAIzPZtSGVHo0Z+dO/uz8aNFipV0jBlSkiB+2zebGHXrnTuvddEo0YFT7FXIChIQ+fO/r4OI2+Vm7n/KIqiVDAqQaAo15nWrQ106eLPrbeWw64CQ4e6//vBB76NQ1EqMCnlm5k//gzU8WUsZZFGI1i3LpLERCfBwZoC6698+aWZAQMuYrNJ5s9P5siRGmXvjriiKIqiZFL/QilKBWYwCGJidNSsqaNWLR033aTnhhv8fB1W8cXG+joCRanwhBARwFwgWkrZQwhxE9BGSrnKx6GVKYVdhvX77zYsFne1e40G/vrLrhIEiqIoSpml/oVSlApIr3cXeRo3LpigIFVgSFGUInkHeBuYkfn8CPARcF0nCKSUHDvmIDRUQ3h44Wu03HdfIK+8koJWCyEhGpo3N5RilOWT0ylZsSKF48cdTJgQTL165TiRrSiKUs6pBIGilGNCQGiohqgoLZGROqKitFSrpqNZMz0mk0oMKIpSLJWllB8LIf4LIKV0CCGu+0p8Q4deZMMGC0LAF19E0qVL4dbH33qrgUOHanD4cAZt2hhV0jYXc+cm8cILl7FaJW+/ncrZszUxGMrZEjhFUZQKQiUIFKUMCwnREBmpJSJCS3i4+65VeLiWsDAN4eEawsK0+PmpkyhFUbzKLIQIBySAEKI1cNm3IflWYqKTTz4xY8/s7zB3blKhEwQAMTE6YmLUKVdetm1L9yzDMJsl8fFOqldXn5eiKIovqG9fRfGxkBAN0dFaqlfXER3tngEQGaklMlKLv7+605RNmza+jkBRrgeP4e5eUFcI8RtQBbjPtyH5VlCQhsBADcnJLoxGwS23qE4E3jRxYgg//mhDq4XmzQ1Uq5ZlCUfy3/DLWJASOq6E0Bt9F6iiKMp1QCUIFOUaiojQ0rKlwXM3qUYNnZpuWhTz5vk6AkWpsIQQMVLK01LKP4QQnYAGgAD+llLafRyeT/n5CX79NZp585KpVUvHzJmhvg6pQunWLYC//qrBuXMObrvNgBBZZsZ91w+SDgMSvr0HBvztszgVRVGuBypBoCilyM8PIiPdMwOiorS0aGGgcWNVoEpRlDLpM+DW/2fvzuOjqO8/jr8+u5v7ghACBMJ9KzcoKHiBglTxwqO1KtXWVq1n7WH7s4dtfz+rtlar1tp61bbet3ih9VZEVEBBkFNOuc8k5Nj9/v6YCUlgk2wgybLJ+/l47COzs9+Z+cwk2Zn5zPfwpx91zp0Rz2AONgMHJvPQQ/nxDqPFqrUZRuk2/NYu/rQ0ivIimP0rKF4LI34JbfrHOyIROUgoQSBygFJSjGHDkmnfPkj79kF32BVHAAAgAElEQVTy8gL+T6/fgBpPQuTAnOHfrzz5ZHzjEGmZqn9Z9YxbFCLVjb0bXj8bcDDu7nhH03K8dzks+Q9EymDNDDhvPZhqNIqIEgQi+61NmwD9+iUxenQKEyakxzuc1mHz5nhHINKSuVqmReKn+8lw4S5vWjewDfPxb2DhP6DjWDjmAQhWq8G47QuIlHrTpVshXAqh2DveFJGWSwkCkRilphodOgQ5/PAUxo9Po6BA/z4i0qIMMbMdeDUJ0vxp/PfOOZcdv9CkVVNioOE2zIK5N0FFMax41ksUHHJZ1ecjfg2vngY46HchBJLgv+fD6peh+2kw7q867iKtlO5wpNULBLyRBNq0CdC2beVPbyjB/Pwg+fle0wF1JigiLZlzLlh/KRFJCOFS9rQachH/fTWFE+Hba6B8F2QWwpKHYcVTUFHkNT3odhJ0O7nZwxaR+FOCQFqEypv79HQjPT1AWpqRnm7+z6r3e0/n5ATIzjb1EyAiIiItR8ex0Osc72a//Qjo/719y6S09V4ALlzzs73fi0iroQSBJJTCwhBDhiRTWBiiQwfv6X6HDkGSk3WD3yqMHx/vCERERA5+ZnD0P7xXLHqdDcuf8Tos7HYydFXtAZHWSgkCaRapqUZuboDUVCMlxXulpla9YpmXnx+kbVvVgG3Vrr8+3hGIiEhr4yKweS6k5UNG5/jGEqmALZ97caS1b/jyn/8FvnwQCifByN96iQTw+iA44YnGjVVEEpISBFKrpCRISjL/5U2HQhZ1frTpDh2CdOkSorAwpOH+REREpOHCZbB9MWR1g6TM5t++c/DyFFj3JuDg+Ke89vvxEAnD88fA5jne+5Neh/zD4avnYdZ1kN0L2o+Ez2+HNgPghGcgNbdq+fUfwKyfeR0XblsIuYO8mgN1brMCArpdEGlN9B9/EAuFqHFDnpJiJCdXvqg2XXNeSortVT562cqb+VDIm05OrpkIEDnonHii9/Oll+Ibh4iINL3yInhqBBSt8YboO+MTyOzavDGUbIA1r1UNCTjvT02bIIiUw/w7oXg9HPrDmjUWti+CzZ96N/jglWszAF47C8K7YduXsHK613/Ahpnw6e9hzB+rlt+9CfA7XHZhKNlYexwlG+G5cbD9S+hxBkx4VKMaiLQSShAcgLZtAwwblkxmZqDWJ+uVN991PYXfu0zl53riLrKXkpJ4RyAiIs1l7RtQvBYqdnk36EsegaE/ad4YUtp6NRdKyyCU5j2hb0of/MgbkjBSBkv+DecsgXcv9Wow9P42mN/UMpQOecO90QlcxJvnyqtu4h1e7Yfqukz0Oiz8+h3I7gl9vl17HF/8DXYs9Va06mVY/77X8aGItHitNkHQr18yN9zQdr+Xz8wM0Lt3SDfxIiIiIk0hu1dVb/qBZGjTv/ljCCZDvwvhs1shlAn9L2ra7W2YCWE/GV68Fr64xxuJIFwC826GsX/zbvBzB8Ehl3oJgaHXwae/g7SOXpOBL++HnP4w/Bf77svJb0JFCQRTq/ofiCYl1+uXIFzh/Q6S9/+aWUQSS6tNEGRnBxg2LCXeYYiIiIhING0HeG3+F/8TOk+A7lOaP4bi9V6bflfhVdGf/Us47l8NX4+LwPKnoaLIu4kP1nINOugqeOu73o1/l4leTYLKGgKRMKx7C8bcAsk5VcuM/DWM+FXVDX/1ZgXRhNLqj3fA92DrfPj6XTjkMsg9pM7iEef4+7I5LNm1jR/0GkqvzP1LKDjn2Fq+mzZJqQT0EE4kLlptgkBEREREDnKFE+PXKSB4HfRV3qcGgt6T9/3xwdWw8F7AweKH4Bszopfr/S1ofxiUbvGaM5TvgqWPwMbZXv8EXz4IWz+DU2fWXK6xb6YDSTD2zpiL/9/CD/jfLz6gJFzB/Ss+Y/VJl5IabNhtRlFFGUf89198sWMzvTPbMnP8eWQn6WGeSHNTbyMikjhOOsl7iYiINIfUdnDU3yGzG3QcB4ffuH/r+ep5r/ZARbFXC6AuOb0h/zCvFkFyNpw2CzK6ABGvn4HNc7zRBSprFtSnbDvsWL5vnwSN6INNaykOV+CAoopyNpYWN3gdz65dwtJd2yh3Eb4q3s4Tqxc1fqAiUi8lCEQkcVx7rfcSERFpLn3Og2+t8IYVTM3bv3X0mAqhDO/V+fiGLz/wEq9jwlCGV8Pgvgy4PwtWvVr3cutnwr86w+OHwIypTZIkcM4xrG0+SRYgI5jEYbmd6JKW1eD1FKRWDWNpGAVpcRjWUkTUxEBEREREWjnnYO1/vQ75Ok9o/CH9Dv8DFBzr1SLofkrDlx92HRRO8oYznD7B65sgUgYvTYT8w2HKO16zAPBqFmyY5Y3AMPcmb5sAq16EotWQWQjbl3i1GXIHHXDzhD8s+pBbv5xNAKNNUgozjjp7vzrxPia/KzcNPoZHVn3BaZ37MqljzwOKS0T2jxIEIpI4jjnG+/nmm/GMQkREDkaRsNeZYG0dANblg6u94QUx6HkmHHNf48ZmBl1PPLB15A3zfibleDf3lTZ8CF9Nhx6neu9fOwtWveIlOwrGQzDNGwUhkOSNTrDgb97+mkHfabX3NVC8Dt44H4q/hiP+DJ3HRy324rqlFIXLvVBKi9lZUUa7YAwdIUZxae/hXNp7+H4tKyKNo9UmCHbu3Mny5cvjHYaINEDPIu8pyLJ58+IciTSlXr16kZGREe8wRCSRbJgF04/3bpyHXw8jftmw5Zc+XPWkffkTjZ8gaEwnvgjPHlE1HCJAkl8dP1zmjZaA3z9B0SoYci1sWwRDfgxJGTDvlqplv7in9gTBO5fA2je8RMMrU2Dadq/Txr1M6z6Ij7d+TcCMAVntyE2OrSPHiHPM37GJvOQ0Oqk5gchBo9UmCBYuXMgNN9wQ7zBEpAH+d9kyAH7xi1/UU1ISVWpqKnfeeacSBCLSMB/+BMp3eNOf/Na7KQ6lx758wXGw4jnAeZ0RNoZwGAKBhlXhdw4iEQgGay+TNxS+8Sq8cJw3skGnY6DLBO+zQBJkdYddK73pTuNg5F7Xu3kjvKYGkQqv88VlT3j7n5pbs1zZdi85AN52XJhotw4X9hjMoTl5rC3ZxaSOPWNqXuCc44z3n+bV9StwOJ4+4jQmqkmByEGh1SYIRETk4DNlyhTy8/PjHYaIJJq0jmBJXi//wVQIJDds+WP/CV8+5N0E9zkv9uVcBN66CJY9Dh2PhBOegVCalxz4zncgNxduvTW2JIFzcPXVsGUL3H9/zSTBlvmwY4lXzT8pEzqOhe/s9PokSM6pKmcGp7wH8++CtPYw8Af7bueY+2DeH2HrF7DiGXjrQm+dZy30Rk2oNOZWr4+D0m0w+pY6m24cllsQw8GqsrmshOnrllLuj8Rw86JZShCIHCSUIBARkYPGgAED4h2CiCSisXcBDorWwOE3Ra0KX6dAEvS/sOHbXfO6lxyoKIJ178CXD3o35YGAlxy47TavXH1JgsrkwG23wZVXestXWvkSvDYVLAjpnWDqZxBM9m7Yo920p3eEUXXUkg2le80wPrjWa2oQBjDYPNercVApbyict96L7QA7MtxbTlIK2UkpbCkrITUYYlibDo26fhHZf0oQiEjCeLegYU8oJLEMHTqUkSNHxjsMaWZm9ijQz3/bBtjmnBsapdwKYCfe7UyFc05/LFIlNRcmPNr82w0kebUIwLvZnnmt17nfyN94SQGoP0mwd3Jg73KLH6rqlLAo4tUkaDvwwGPvPB4W/NWrNWGB2tdZT3Lgdwve4+5lcziiXWceHj2FYAwjQCQFgrx/3Lf505cf0T09mx/1O2x/9kBEmoASBCKSMF7s3j3eIUgTGjRoULxDkDhwzp1dOW1mfwS211H8WOfcpqaPSiRGnY6G1DyvM0DwahLMuwW6n+qNOlBfkiBacqCi2EsyZPWAQBC6nABfPef1AxBK9/oNaAxdT/Q6PNw8xxt6MbVdg1fx+voVXD//XQAeX72IznPf4Nah0Uc72FvfrFzuHjGxwdsUkaalBIGIJIyUsNdZUmldnTdJQurUqRPjxjVSx2CSkMzr2ews4Lh4xyISM7MonSFaVed+ZrUnCaIlB7YvhmcOh0gZtBsCJ78F/aZ5SYjti6Dn2d5IBI2l4Gh+ty3EvW+/zNHtC/n7yEkkBWI/x36ybX2N9/O2bWi82EQkLuqvAyQicpD41Ycf8qsPP4x3GNIEjj76aDp16hTvMCS+xgHrnXOLa/ncAa+a2cdmdnEzxiVStyP+DIFUwLwOEgde4o0UUMkMfnEefGuslwy4+uqayYHzJsAlw72kwhd/80YPqCiGLZ/Bxo+9dXQ7CQb/CDK7NGroH25ey40LP2RF8XYeW72Q+1d81qDlL+w+mBTzEgoGXDdgdEzL7aooY8b65aws3tHQkEWkiakGgYiIxF1WVla8Q5AmZGavAR2jfPQL59yz/vQ3gYfrWM2Rzrm1ZpYPzDCzhc65t6Ns62LgYoCuXbseYOQiMSicBGct8PoG6DgOQqk1P9+6AJ4/Co4pgw0hLylQWZvglG4w7i14+y1Y+Rx0meiNglBR7PVtkBElIeAi8NULXi2D7qfW3iFj6Vb4+AavacLw6yF9344Ai8Ple1o8RJyjqKK8QbveLiWNr6f8kNc3fMWINh3ontmm3mWKKsoY9Mq9bC7bTcQ53jzmm4zMVYJY5GChBIGIiMRddnZ2/YUkYTnnJtT1uZmFgNOBEbWVcc6t9X9uMLOngcOAfRIEzrl7gHsARo4c6Q4gbJHYbPgQXhjvdfSXWQinf1JzdIGNH+E1O6iAs1PhtYqqz76xxpsPsPxpOO7fULYDNsyEQy6NXmPg/Sth0f3edJeJcMKT0eN69QxY9xbgYPUMOGfRPkWObt+VUwv68NjqRQxr04Hv9hjc4N1vk5zKGV361V/Q9/HW9Wwp283OijIAHlu9UAkCkYOIEgQiIhJ3mZmZ8Q5B4msCsNA5tzrah2aWAQScczv96ROAOsZxE2lGix70OicE2LnSaxrQvtogGwXHek/5Q1nw8O6ayz6RDKdXePXzwWteMORHtW+rbCcse6pqe6tfrr3sxtmAP8LCji+9GgUpbWsUCZjx0OEn89DhJ9e7m42lX1YuDq+dc2owiTHtOjfbtkWkfuqDQERE4q5AQ1i2duewV/MCMyswsxf9tx2Ad81sLjALmO6cq+POSCSKsh3wziUw40zY+kXjrTf/8KqOCs280QcqzbvVq13Q+QR4Zyy8Vu51SBiJeD9fLYbHA2DJUDAeUtvXvp2ZP4YHc6F0o9fXQSjDW6Y2bQdUTQeSoGTjge1nI+mQmsHM8efxy4FH8ujoKZzWuW+8QxKRalSDQEQSxuuFhfEOQZpAYWGhEgStnHNuWpR5a4HJ/vQyYEgzhyUtzdsXw4qnvTb5696G876uOeRgLMp2QvkOyKj21Lvv+VC2Feb9CZJzYNdX3pCBs38Jn/zO65Dw3uXwWrhqtIK9RzfoeRr89V+1x1O6DT6/zWuO4IDcATDkJ9DrrNpjHfdXeO4or/PDguMgp0/D9rUJDczO41eHjI13GCIShRIEIpIwlCBomdRBoYg0i+1feh37AZRu9m6crQGXwuvehpdO9Jbrcx4c9XdvvhkseRiKVkPRKnj5ZDh9Nsz5g5cceAz4bxi+eURVcqByuepJgvSONT+vLpQGgRQvuRFI8Zow9Dm37njzhsO318HujV6thoYmQ0SkVVITAxFJGNllZWSXlcU7DGlkZ51VxxMwEZHGMur3EEyDQLI3ZGBtvf/X5uMbvNEFwqXw5YPeU/1KZdvwHu0D5Tu9G3mHnxwAjk+F+57f9ya9Mklw5ZU1h0DcWzAFJjwKbQ+FbifDmFtjizk5C7J7Nkly4IPNa3j562VURCKNvm4A5xxPrF7I7Ytns7m0pEm2ISL7Ug0CEUkYP5s9G4CfH3FEnCORxpKXl8fw4cPjHYaItAZdT/SaFVSURB3yr15t+sL69yC822v/n5RR9dnYv8Krp0K4DMbeDRmF8MZw+O9MmNwOHp0LqbnR17t3TYKitXDX/TXXv3szvDnNS07sXA67VkLuoQ3fh/1UEYnwwrolpAVDnNChB3/8cha/nv8eZnBM+648P3Zqo2/zxoUz+f0XHxB2EW5bPJvFJ36fgGpBiDQ5JQhERCRu+vbti+mCT0SaSvku+Oo5yOgCnY6C5GzvFatdq2H3Bmg3FEbf4tVA2PUVDL/e6/ivUufjYNp2wHnDHYbDEOoDVx5ee7OBSs7BmhkwrTPMT4L5T8NjH8NZ86qSBF/7iYnynV6ziJUv1EwQzLsV5t8BHcbA0ffWHGZxP72+fgU3LHifAdntWFeyk/9uXIlzcEmvYbz49VKKwuUATF+3lIhzjX7z/tLXy/ZsY1XxTraW7aZdSlqjbkNE9qUEgYiIxM3o0aPjHYKItFQuAs+M8Z64A4z5Ewy4OPblV74EM87wbvg7HQ2TXoAxf6y9vBl7xisMBuH++yEQqL96/6e/8/orCJfCVL8TwrKNsOFDL/EA0G6Itz8WhGAy5I+pWn7LZzD7f7zmD8VrIW8EDL6aL3duIWhGr8y2UTdbl21luzn5vScpCVcwa8tayiLhygETeWz1Qk4t6MOKoh1EXIQB2Xl7kgPbynbzxOpFFKZnMbFjzwZvt7rvdB/Ex1u/JmDGwOw8cpNTD2h9IhIbJQhERCQuzIwjjzwy3mGISEtVshG2L4ZIqfd+6aMNSxB89icI+23f17wGJRsa1jQhGIyt3NLHoKLIm67MMZTvhNItVWWyusGpH8DK6V5yoODoqs/Ki9iTmHBhqCjiV/Pf4eZFs8DB7weN4+q+h+0pvqWshHnbNjKkTT5tq910byot5opPX2Nr2W6u6TsK5/eFUBoJk5+Szs6KMgzjxI49+dPQ4xjRtiPbynczrfsgAMIuwmGv/5M1JTsxjP879CjO7jqAtsmpJAXqPhYR5/jjl7P4ZOt6rugzgjHtOvOdHoM5NKc963bv4oQOPVTbTKSZKEEgIiJxUVBQQHJycrzDEJGWKjXPu7EuWg0YdD+tYcu3P6yqan9yNqREeRLvHHz9rpdI6DzBq23QUN1P8Wo5VCYJKi38O/Ss1rY/d5D32lv+4dDrbFj8kNeJ4cBLufWlBykJVwBw06JZexIEa0p2MvjV+ygLhzEz3j32XAa3yQdg2kfTeeXrFVS4CJ9sW8+3ux3CAys+JyuUzPSxZzJ3+wbSgiHOKuxP0AKc371mHwibSktYWbyD0kgYgOs+f4sr5r5OyAL89+hzGNe+9pGI7ljyMb+e/y7F4QqeX7uEZZO/T35qBqNyOzX0aIrIAVKCQEQSxovdu8c7BGlEY8aMqb+QiMj+CgTh1A9h+RNep4GFExu2/MjfQGp72LUCDr3cq9q/t9m/8moaYNBtCoz/d8PjHPlbaD8K3rrIG34RvPW16V+zXKTCSyIk59Scb+b1O3D0vXtmDchux6db12MGg3La75n/8tfLKK4oZ7d/Ez/6vw+xYOJ36Z6Rw6rinVQ4ryHBlrLd3DNiEn8cchzpwSRCgQDD23bgz4tnc8b7T3Nxz6FM7tSrRhjtU9Lpk9mW5UXbKY+EKfITFBUuwgUfTWfZ5B/Uegjm79hMsV8eYO3uXeSnZtRaXkSajhIEIpIw3i0oiHcI0kjGjh3LBRdcEO8wRKSlS2kD/b+7f8sGQjD4qrrLLH6w6sn/8ieBagmCsu0QSIFQPW3nzbxaBKntYcZUr3lBzzPhsBurymxfDM8eCaVboedZcNy/6uzbYPrYqdy4cCZBC/DzAVXJ2CE5+USqDaO4O1zBnUs+4eYhx3Lz4GM5/Z0nKMPx20PHYWZkJ1V1dvjwqi/4n8/foThcznNrl9AmKYX7Rk3m1II+EIkQCAb5YPx5PL92CTjHt2a9sGfZZKu7icFlvYbxyMoFVLgII9p2rJHUEJHmpQSBiCSMvBKvLeimNPVinMiSkpKYNGlSvMMQETlwBcfBsse8DgTbj6qa/9H/wNybIJAMk6bX7DMgGufg3UugfIf3vt1gCFU71835A+zeBDj46hnYvqhGDYOd5aWsKN5Bv6xckgNB8lLSuWXIcftspndmW3pmtmHhTq9/AwfcseQTfj/oKE5o35Xtz80l3LYtyVMP32fZJTu3Uuo/5XfA1vJSzp35HLveXoVt3Qr3309mKJlvdh3oHYKtX/OXJR+TFUrhySPqbt4xuE0+q066lHW7d9EnM1fDGYrEkRIEIpIwrvn0UwB+fsQRcY5EDsT3vvc9hgwZEu8wREQO3FH3QMexUFEC/b7jzQuXwpwbvQ4DI+Uw6zo49f2611O2HbYuAOdXs1/2OAyqVnshtb03goGrgEgEkqv6Q1hetI0RMx6k3IXpkpbFxxOmkR5KIpobF85k2a5tNeaFXYTScAXJoWSC7fII3nab1zxjr+EZp/UYxB1LPmZzWYk3ooFz3HT/c9j0d+DKK70RG6r509Dx/Gno+Lr3u5rspJQaNRZEJD6UIBARkWY1YsSIeIcgItI4AknQ/6J95yVlQdk2rwZBVrfaly8vgo9/442QkNMLdq325vc8s6qMc7Diabzn9gHocXqN0RQeXvkFO8pLCeNYU7KLtzetYlItQwyGncNVex8ErhswmqzKG/Nbb/V+3nZb1Xs/SdA1PZuVJ13KuxtXc9WnM7j67oe5qDI5sFcyQUQSlxIEIiLSbEKhELm5ufEOQ0Sk6VgATvqvV3MgvSOM+XPtZd+5xGuiECmDtHw48k7I6AxdJlSVqSiCHUu8GgngTVczILsdKcEQxeFywi5Cr4w2tW7uZ/1H8+6m1XyxczNX9RnJdf1HkxKsdjtgViNJsKZkF6efOY6OqZn8Y9SJtE9JZ0KHbnz+ynx47g0lB0RaICUIRESkWeTl5XH99dcTCunUIyItXHZvSC+AnSu8pgMda2kat/VziJR60yUboc+3vBoI1bhgOovS+tG5eAlBg/Ke36T6OAanFvThzuHH8+aGlZzX7RD6ZNWehG2XksYH48+rO3Y/SRBxjs633843Vy/kx9Om8IOPX+HJMafC1Vd7NQz2IzmwqbSYzFAyqUGdB0QOVvrvFBGRZnHRRRfRs2f0aq8iIgllx3KY+SNv6MMxt0J6p5qfz7wGlvzbqxnw4kQ4f2P00QxG/Ape/ybgoN9F+yQHAGZvW8/EtAs40uazJZjNMYFh/L7a52bGtO6DmNZ9UOPtnxnlf7yFvy35hKtefBeAJ675/gElB74zazr/WbWA1ECIN475JsPbdmy8eEWk0ShBICIJ4+leveovJAel448/nrFjx8Y7DBGR+kXC8PltsHU+HHoFtIvSqepLJ3pDD5p5/Qac8m7VZxXFsPZNLzkAXg2BcEn0BEH3U+BbX0H5LsjuETWcnKQUdluQF5IHkhYIMTUl/YB3MRYpoSRe+enlRHBc9eJ7XPXie94H+5EcWFOyk4dXfUFZJEJZpIzfffEBTx1xGrvDFawt2UW3jGyCFqh/RSLS5PSfKCIJ46MOHfioQ4f6C8pBJScnh0suuSTeYYiIxGbeLTD7elh0Hzx3FJTt3LdM8Tog4vULsGtlzc/euAB2fVX1/tArIKUttUprX2tyAKBvVi53DT+eQdnt+Xa3Q7is9/CG7c8BWFGyg6svOKnmzP3ocyA7lEzITwCkBoL0zMhhVfEOuk3/K4e+ei+jXvsnu/0hFEUkvpQgEJGE0XnXLjrv2hXvMKSBBg4cSFJS9CG3REQOCuFSePeH8OwR8NV0rxYAeMMUlqzft/zhN3ojFARS4PCban626WNvOQBLgtG3HHB407oPZt7EC7ln5CSSA8EDXl+sJuZ3545/vlhj3n/OmMiUtx9ndfGOmNeTlZTC/aMmkxVKJmABhrXpwL++ms+Wst2UhCtYvGsLb29c1djhHzSunftfUp68hUNfuZevd+s6Rg5uShCISMK4bN48Lps3L95hSAONHj063iGIiNRt7k2w6F5Y/wFsnAXBNAhlQIcxkB2l75SBl3j9ClywCXqfU/Ozwdf6y6fDwO83T/wHYMGOTbyzcRVhF6n5gXPc8sDzXDb9HeZccA59p9/NnycfybeensH4P9zGOR8826Dt3LdiHrsqyigOl3PR7Jfolp5Nip/siDhHt4zsxtqlg8rCHZu5a+mnlEXCLNq5hT8snBnvkETqpD4IRESkSXXp0iXeIYiI1K1ojVeLACAQhMkzIDkL2gz0hi2MJrmWG9pDLoUux0NFCeTuX8eBc7dt4IPNa5jQoTu9M6M3T3hh7RIW7NjM2YX96ZaRE7VMNLO2rOWJ1YsYl1fIlrISLvnkVYJmHNu+G8+NPcMr5BxcfTWB22+HK6+kx003svjZ2/Y0N7jqxffITkqB474dc3MD56pNA6d37svmshLe2LiKi3oMpl9Wu5j3IZGkBkN79j1oRkYwOb4BidRDCQIREWkyeXl59O3bN95hiIjUbciPYcUzsHszdD/NqznQwHb2NeT02e9FP9n6NePe+DcO74by8xMu2icB8NBXn3PJx69SFgnzh0UzWTH5B2QlpdS77mW7tnHsm49QHC7nziWf0DktixK/7f+LXy+lJFxOWiC0Z7SCrZd8nyMnHsKml+4hAETMqpIEz/7XKxdjnwR3DD+eKe8+ycbSYm4bNoHUUBKX9xnJ5X1G1rnciqLt3LZ4Nl3SsriizwiSmrGJRWPonpHD7cMmcOPCDxjSpgM/G6BadXJwU4JARESaTJ8++3+RLCLSbLJ7wbfXen0PJGXGNZS3Nq6iwkUoi0TICiUza8u6fRIEr6//iqKw189BWTjM8qLtDG6TX++6F+zYRNC/mS+NhOmQms6akp2URSIUpmeRasEaQxlOPeUwFm5a5SUrMIIAZrT9y13Q5z6vHMSUJOid2ZYFk75bb4yPr1rIhbNfJDUQ4ukjT2Pq+8+ysbSIlGCItbt38cchx9W7joPN93oO4Xs9o4yGIXIQSrgEwcsvv8yVV0/lECsAACAASURBVF5JOBzmu9/9Lj/72c/iHZKIiNSic+fO8Q5BRCQ2Foh7cgBgfH43kixIUjCIAWPaFexT5txuA3l89UKCFqBjagb9snJjWve49oW0SUqh8lb+7uGTeHfTatbvLuL7PYdg11yzJznArbdibz+6Z9mkQID1U35IyIKkh5K8pAA0KEkQiwtnv8iuinJ2Uc7Fs19mc1kJEaAkXMGsLesOeP0iUreEShCEw2Euu+wyZsyYQZcuXRg1ahRTpkxh4MCB8Q5NRJrBo3oanVCSk5P5xje+Ee8wRKQ12r0FXj8bti+GETdAv/PjHVHMBrfJZ/aEC5i1ZR3H5HelS/q+fR0c36EHsydcwJJd2zg2vyspwdgu6XOSUlgw6bt8snU9/bNyyU/N4JCcPO/DcBi2bNmTHMCMvw4/gdPef5pNpSXcNfx4spNSq1ZmVpUk2LIFIhEIHnj1/9RAiF2UY3ijH5zcqRevrl9BBMeP+x12wOsXkbolVIJg1qxZ9O7dm549vd5kzznnHJ599lklCERaibnt28c7BGmAgoIC8vLy4h2GiLRGH/0PrH0LXDm8ezF0nQRp9VfBPxg8uXoRL61bxtTCfnSNkhyoNCA7jwHZDf+OzQwlc1T7QpxzzNy8hqRAkBFtO3o39/ffD4HAnpoAfbJy+XziRbWvrDJJ0EjJAYBnjzyd7338MhnBZP512En0ymzL3G0byEtJo7CO4yEijSOhEgRr1qyhsLBwz/suXbrw4YcfxjEiEWlOPbZvB2B5Tuy9NUt8FBYWctFFdVxUiog0pXAJ4A/b54BIRTyjidmbG1Zy/qzpFIfLeWjl56QFkuiUlsHzY6fWOprB/rpizmvcv/wzHI5r+x3Gbw4Zt383+WZ1Lhd2EZbt2kZBWiYZofp78D8irwvzJ9bsq2BY2w4Nj0tE9kst47YcnFz18VF81ghtnUQkMXxv/ny+N39+vMOQekyYMIHbb7+doUOHxjsUEWmtRt4AOX0hlA4jroeMfdvxH4zm79hExL/eLYtE2F5RyqKdW7jsk1cbfVsPrPiMonA5xeEK7lk6t9HXD1AWCXPE6/9i6Iz7KXzhryzeuaVJtiMijSehEgRdunRh1apVe96vXr2agoLE+MIXEWkNsrKyuOSSSwiFEqqCmoi0NJmFcNYCGHwtzPkDPH24N4ThQe60zn3ISkoiM5S0Z54BQdv/S/aIc1Efsg1v05GUQJDUQJDDo3SE2BhmbVnHgp2bKA5XsK18N39Z8jHzt2/ckwQRkYNPQl3BjRo1isWLF7N8+XI6d+7MI488wn/+8594hyUiIr4xY8aQnFx/FVIREQAqdkMg5L0a27ZFMPdmr7nBpk9hzo0w+ubG304jKkjLYtnkH7B451YW7NjET+a9SX5KOncOP36/1nfP0jn88NMZpIeSeHHsVI7I67LnsxfGnsFfl35KUiDID3o1TY2vwrSsPcmAlECQe5bN5d7lnzGmXQGvHnU2AdUEFjnoJFSCIBQKcccddzBx4kTC4TAXXnghhxxySLzDEhER4Nhjj+Xyyy+Pdxgikijm3gyzfg7BFDjxJeg0rnHXb0G8Dgjw2slbYlz2ZoaSGda2A8PaduDcbvt/nRtxjsvnzKDcRdheXsoPP32NT46ftufzrKQUftJ/dCNEXLtuGTk8P3Yqdy/9lCW7tvLptg1AmA82r2Hprq30iXF4RhFpPonxTVnN5MmTmTx5crzDEBGRasyMCRMmxDsMEUkUkQovOeAqoKICZv4ITpvVuNvI6Q2jfu8lInIHwbCfNe76D3IGpAeTKIuUEsRol5xa7zJN4bj8bhyX340bF85k0c4tFIcrCFmADqkZcYlHROqWcAkCEWm9/tm/f7xDkFpcfPHFDB48ON5hiEiisCAkZUHZVu/JfnqnptnO4Gu8VwvzzsZV/O/CDxiQ1Y7/G3Q0KcF9L+nNjJfGncnln75GbnIq942K7wO2H/c7jCQLMH/HJq7oM4LspJS4xiMi0SlBICIJY2GuqiIejPr3789JJ50U7zBEJJGYwTdehQ9+BKntYdxf4x1RwtheXsqJ7zxOUbicNzesJC0Y4veDjo5adnS7znw04YJmjjC6oAX4Ub/DGmVd5ZEwt375ESuKtnNV31H0VVMFkUajBIGIJIz+W7zhkZQoOLioLxgR2S/tR8KUt+IdRcLZWrabsIsAsDsSZmnRtjhH1Pyu//wdbl/yMbvDFTy2ehFrT76M5EAw3mGJtAgJNcyhiLRu5y9cyPkLF8Y7DPG1a9eOa665hnPPPTfeoYiItDjlkTCXfvIKQ169j38sm7tnfrf0bI7N70qSBchJSuFnTdzRIEBRRRkvf72Mpbu2Rv38zQ0r6fDcX+jw3F94Y8NXTR7Px1u/piRcgQN2VpSyrWx3k29TpLVQgkBERPbLxRdfzLHHHktSUlL9hUVEpEH+tmwOD6z4nHnbN3LFnNf4YscmAO5c8glvbVxFUiDAhPxuDG3ToUnjKA1XMGzGA5z1wbMMfvU+3t64ap8y5896gQ2lxWwoLea8WS80aTwA1/Y7jPRgiIxgEpM69qR9SnqTb1OktVATAxERabBAIEBhYWG8wxARabE2lZZQHvGaEgQwtpWXAnDn0k8oDlcA8PSaL3HOYWZNFsf8HZtYt7uIXRVlAPzrq/kc1b7m939SoOqZY3NU9Z/YsSdLTvw+G0uLOTSnfZPuv0hroxoEIiLSIGbGT3/6UyUIRESa0KW9htEjIwcDvtGpF4fnFgBwVF4hacEQSRbgkOy8Jr857pnRhpAZQYz0YIij2+/73f/YmFMZkNWO/lm5PDb6lCaNp1KntEwGt8knoOSASKNSDQIREWmQHj16cMQRR8Q7DBFpzZY9CSuehe6nQs/T4x1Nk8hPzeDLEy+mIhIhVO0J/R3Dj2dIm3y2lZfy/Z5DmzyONsmpzJ5wAQ+v/IJBOe05pXOffcqMaNuRBZO+2+SxiEjTU4JARBLG39VbftylpaVx9tlnxzsMSTBmdibwa2AAcJhzbna1z64DLgLCwBXOuVeiLJ8LPAp0B1YAZznnoveWJi3f1+/Dm+dDRTGseBLSO0LHlpu0rJ4cAEgKBLm09/BmjaFXZlv+Z2DLPcYiUkVNDEQkYSzPyWF5Tk68w2i1RowYwV133aXaA7I/PgdOB96uPtPMBgLnAIcAk4C7zCxaA+afAa875/oAr/vvpbXavqju9xIT5xwLd2xm/e6ieIciIgcRJQhEJGEM2biRIRs3xjuMVmvatGnk5eXFOwxJQM65L5xz0e7iTgEecc6VOueWA0uAw2op96A//SBwatNEKgmh28mQ3AZCmZDc1nsvDXbuh88z4rUH6PHi3by0bmm8wxGRg4SaGIhIwjh78WIA5rZvH+dIWp/x48fTvXv3eIchLU9nYGa196v9eXvr4JxbB+CcW2dm+c0RnBykUvPgnCWwYwlk94ZQWrwjSjjby0t5fPUiKpw3SsKNCz/kxE694hyViBwMlCAQEZFaZWVl8cMf/lDNCqReZvYa0DHKR79wzj1b22JR5rkDjONi4GKArl27Hsiq5GAWSoPcQfGOImFlBJNok5TC5rISUgIhhrRRzk1EPEoQiIhIra655hpGjhwZ7zAkATjnJuzHYquB6mOmdQHWRim33sw6+bUHOgEb6ojjHuAegJEjRx5QskGkpQoFArx33Le5adGHdE3L5qf9D493SCJykFCCQERE9tG5c2euvPJKBgwYEO9QpGV7DviPmf0JKAD6ALNqKXcBcKP/s7YaCSISo75Zufxj5InxDkNEDjLqpFBERGrIz8/nlltuUXJAGo2ZnWZmq4ExwHQzewXAOTcfeAxYALwMXOacC/vL/MPMKquv3Agcb2aLgeP99yIiItLIVINARBLGnYMHxzuEVuE73/kOmZmZ8Q5DWhDn3NPA07V89nvg91Hmf7fa9GZgfJMFKCIiIoASBCKSQNboprXJ9e/fn7Fjx8Y7DBERERGJAzUxEJGEMWr9ekatXx/vMFqs/Px8rrnmmniHISIiIiJxogSBiCSM05Yu5bSlS+MdRovUqVMnrrvuOjp16hTvUEREWo1NpcVMeOsReky/m/+sXBDvcERElCAQERGYMmUKvXv3jncYIiKtyk/mvclbG1exong7F370IlvLdsc7JBFp5ZQgEBFp5ZKSkujbt2+8wxARaXVKwhVEXAQAB1T40yIi8aIEgYhIKzd06FAlCERE4uD/Bh1N78y2pAdD/O7QcbRPSY93SCLSymkUAxGRVm7MmDHxDkFEpFXqnpHDohMvbpJ1ryjazmWfvEoEx1+GHU/vzLZNsh0RaVmUIBCRhPGnYcPiHUKLYmacccYZHH300fEORUREGtnp7z/F3G0bcMCUd59kwaTvxjskEUkAShCISMLYlJYW7xBajO7du3PxxRczaNCgeIciIiJN4OvdRVT2aLChtDiusYhI4lCCQEQSxti1awF4t6AgzpEkrqysLM4++2ymTJmCmcU7HBERaSJ/HjqB82e9gMPx56HHxTscEUkQShCISMKYvGIFoARBQ+Xn5zNo0CBGjhzJ6NGjCYX01S8i0tKdVdifUwq84WtTgvreF5HY6NtCRKSFCoVCnHvuuUydOjXeoYiISBP4cPNaFuzYxDc69SI/NWOfz5UYEJGG0reGiEgLM2rUKCZNmsTgwYNJTU2NdzgiItIEpq9bylkfPAPAzz97m8WTLyYzlBznqEQk0SlBICKS4PLz8xk2bBh9+/ZlwIABFBYWxjskERFpYs+tWUxxuAKAoAVYuGMzI3M7xTkqEUl0ShCIiCSw3Nxcrr32WgYMGBDvUEREpBmdXNCbf62cDxjpwRD9s9vFOyQRaQGUIBCRhHHjyJHxDuGgEQqFmDx5Mueffz4pKSnxDkdERJrZSQW9ef3oc5i/YxMndeqt5gUi0iiUIBCRhLEjuXVf/KSmpjJo0CBGjx7NmDFjyMrKindIIiISR6PbdWZ0u87xDkNEWhAlCEQkYYxftQqA11tRG/uMjAwGDhzIiSeeyNChQ0lKSop3SCIiIiLSQilBICIJo6UkCNLT02nXrh25ubl7fmZnZ9OmTRtycnL2/MzJySEU0te0iIiIiDQPXXmKiDSDY489lrPPPpt27dpp6EEREREROSgpQSAicoBycnLo2LEjHTt2JC8vj9zc3H1eya28/wQREREROfgpQSAiEoNQKERBQQFdu3bd8yooKKBjx46kpaXFOzwRERERkQOmBIGItFrp6el07tyZTp06kZOTQ3Z2NllZWWRlZdWYzsrKUhJARERERFo8JQhEJGH85vDD6/w8GAySmZm551V5c1/9fWZmJu3ataNLly7k5uY2U+QiIiIiIge/VpsgGDVqFM8991y8wxCRRmRm8Q5BRERERCRhtdoEAehmQiTh3HWX9/PSS+Mbh4iIiIhICxSIdwAiIjF77DHvJSIiIiIijU4JAhERERERERFRgkBERERERERElCAQEREREREREZQgEBERERERERHAnHONv1KzncCiRl9x48sDNsU7iBZCx7Lx6Fg2Hh3LxqNj2Xj6Oeey4h1Ea2BmG4Gv4h1HNa35/6i17rv2u3XRfrcuib7f3Zxz7fee2VTDHC5yzo1sonU3GjObnQhxJgIdy8ajY9l4dCwbj45l4zGz2fGOobWIduETT635/6i17rv2u3XRfrcuLXW/1cRARERERERERJQgEBEREREREZGmSxDc00TrbWyJEmci0LFsPDqWjUfHsvHoWDYeHcvWqzX/7lvrvmu/Wxftd+vSIve7STopFBEREREREZHEoiYGIiIiIiIiItI4CQIzyzWzGWa22P/ZtpZy95nZBjP7vDG2G2Nsk8xskZktMbOfRfnczOx2//N5Zja8uWJLNDEcy3P9YzjPzN43syHxiDMR1Hcsq5UbZWZhM5vanPElkliOpZkdY2ZzzGy+mb3V3DEmihj+x3PM7Hkzm+sfy+/EI85EUN/5Tuee1sXMzvT/ZyJmNrLa/OPN7GMz+8z/eVw842xste23/9l1/t//IjObGK8Ym5qZDTWzmf45aLaZHRbvmJqLmV3u/37nm9lN8Y6nOZnZtWbmzCwv3rE0FzO72cwW+ue0p82sTbxjaiqxXscnqsaqQfAz4HXnXB/gdf99NA8Akxppm/UysyBwJ3AiMBD4ppkN3KvYiUAf/3Ux8Nfmii+RxHgslwNHO+cGA7+lhbbLOVAxHsvKcn8AXmneCBNHLMfSP0HdBUxxzh0CnNnsgSaAGP8uLwMWOOeGAMcAfzSz5GYNNHE8QN3nO517WpfPgdOBt/eavwk42Tk3CLgAeKi5A2tiUffb/245BzgE7//kLv87qCW6CfiNc24o8Ev/fYtnZscCpwCD/XPvLXEOqdmYWSFwPLAy3rE0sxnAof59wJfAdXGOp0nEeh2fyBorQXAK8KA//SBwarRCzrm3gS2NtM1YHAYscc4tc86VAY/gxVrdKcA/nWcm0MbMOjVjjImi3mPpnHvfObfVfzsT6NLMMSaKWP4uAS4HngQ2NGdwCSaWY/kt4Cnn3EoA55yOZ3SxHEsHZJmZAZl43+cVzRtmYojhfKdzTyvinPvCObcoyvxPnXNr/bfzgVQzS2ne6JpObfuN9/f/iHOu1Dm3HFiC9x3UEjkg25/OAdbWUbYluQS40TlXCq3u3Hsr8BO8332r4Zx71TlXeU3Qku8DYr2OT1iNlSDo4JxbB+D/zG+k9R6ozsCqau9X+/MaWkYafpwuAl5q0ogSV73H0sw6A6cBdzdjXIkolr/LvkBbM3vTr8J7frNFl1hiOZZ3AAPwLnA/A650zkWaJ7wWR+ce2dsZwKeVN1QtXGv6+78KuNnMVuE9RW+RT1Wj6AuMM7MPzewtMxsV74Cag5lNAdY45+bGO5Y4u5CWex/Q4r+/QrEWNLPXgI5RPvpF44XT6CzKvL2zebGUkQYcJ79a2UXA2CaNKHHFciz/DPzUORf2HtZKLWI5liFgBDAeSAM+MLOZzrkvmzq4BBPLsZwIzAGOA3oBM8zsHefcjqYOrgXSuaeFqes6yTn3bD3LHoLXpOyEpoitKe3nfreov/96rpHHA1c75540s7OAe4EJzRlfU6lnv0NAW2A0MAp4zMx6uhYwfFo9+/1zEvD/OFax/L+b2S/wahf+uzlja0Yt6vsrmpgTBM65Wr/MzGy9mXVyzq3zq0geLNWIVgOF1d53Yd+qXbGUkRiPk5kNBv4BnOic29xMsSWaWI7lSOARPzmQB0w2swrn3DPNE2LCiPV/fJNzrggoMrO3gSF47eOkSizH8jt4VUYdsMTMlgP9gVnNE2KLonNPC1PXdVJdzKwL8DRwvnNuaeNG1fT2c79b1N9/PdfI/wSu9N8+jneN1CLUs9+X4DXvc8AsM4vgXc9sbK74mkpt+21mg4AewFz/+q0L8ImZHeac+7oZQ2wy9f2/m9kFwEnA+JaQDKpFi/r+iqaxmhg8h9e5Dv7POjPlzegjoI+Z9fA70joHL9bqngPO93uUHg1sr2wuITXUeyzNrCvwFHCens7Wqd5j6Zzr4Zzr7pzrDjwBXKrkQFSx/I8/i1fNMWRm6cDhwBfNHGciiOVYrsR7GoaZdQD6AcuaNcqWQ+ceqexEdTpwnXPuvXjH04yeA84xsxQz64HXWWdLTTSuBY72p48DFscxlub0DN7+YmZ9gWS8TjlbLOfcZ865/GrXb6uB4S0lOVAfM5sE/BSvU+jieMfThGK5XkpoMdcgqMeNeFWHLsK7gDwTwMwKgH845yb77x/G6/k6z8xWA79yzt3bSDHswzlXYWY/xOsFPgjc55ybb2Y/8D+/G3gRmIzXQU4x3hMy2UuMx/KXQDu83ogBKpxzI2tbZ2sV47GUGMRyLJ1zX5jZy8A8IIL3ndRsQ60mihj/Ln8LPGBmn+FVsfupc65FX/Dtr2jnOyAJdO5pjczsNOAvQHtgupnNcc5NBH4I9AauN7Pr/eIntJQO3Wrbb/+75TFgAV5V5Mucc+F4xtqEvgfcZmYhYDfeqCWtwX3AfeYN9VoGXNCCnyiL5w4gBa/5IcBM59wP4htS46vteinOYTUq0/+qiIiIiIiIiDRWEwMRERERERERSWBKEIiIiIiIiIiIEgQiIiIiIiIiogSBiIiIiIiIiKAEgYiIiIiIiIigBIEc5MysnZnN8V9fm9kaf3qbmS1o5G0VmNkT/vQxZvaCP/1rM7u2MbcVZdunmtnAau+n+cOENjszO9PMvjCzN/z3D5vZPDO72sxuMLMJdSw70sxuP4Bt/3x/l42yrhVmltdY6xMRkdbLzMLVrkfmmFn3/VhHjXN9S2Nm48xsvn980vZzHT+vNt3dHyZxf+Ppb2YfmFlpLNdxZnaVmaXX8tkB7VtjXt+INDUlCOSg5pzb7Jwb6pwbCtwN3OpPD8Ub074xt7XWOTe1MdfZAKcC1S8apgFxSRAAFwGXOueONbOOwBHOucHOuVudc790zr1W24LOudnOuSsOYNs6gYqIyMGopPJ6xH+t2I917H2ur5eZhfZjO/FyLnCLf3xK6itsZsEosxvzOmALcAVwS4zlrwKiJgho4L5F0eD9SrDfvbQgShBIIgua2d/9jO6rlRldM+tlZi+b2cdm9o6Z9d97QTM7utpTgE/NLKueTPVAM3vTzJaZ2RXV1nONmX3uv67y59VYj5lda2a/ri02MzsCmALc7MfzU2Ak8O/KTLWZjTCzt/zlXjGzTlH2qYOZPW1mc/3XEbXF6M//tpnN8rfxNzMLmtkvgbHA3WZ2M/AqkO+XGWdmD5jZVH/5UWb2vr+tWf4xrF7zIsPM7jOzj/xjfIo/f5qZPeUfh8VmdpM//0Ygzd/Wv/fat0sqy1Vbx1/86Wf84zLfzC6Oclwa9Pvw55/pH6+5ZvZ2LX8TIiLSitV2bjaz7/nnvrlm9qSZpUc51/fyrytG+svkmdkKf3qamT1uZs8Dr9Z2Pt0rlk5m9ra/7s/NbJw/f5eZ/dHMPjGz182sfW0x+vNru5bY55phr+1/FzgL+KWZ/ds8N/uxfGZmZ/vljjGzN8zsP8Bne60j2nXAfl/rOec2OOc+Asr32k6GmU339+9zMzvbvGu7AuAN82tQ1rZv/rwf+8dvnpn9plrZfa5J9t6veq5L3jSz/zWzt4Ara/sbE2lSzjm99EqIF/Br4Fp/ujtQAQz13z8GfNuffh3o408fDvw3yrqeB470pzOBkL/Oz/15xwAvVNvu+0AKkAdsBpKAEXgntwx/HfOBYdXX4y9/LfDrumIDHgCmVlvmTWCkP53kb7+9//5s4L4o+/QocJU/HQRy6ohxgH8MkvzydwHnR9n23vvyADAVSAaWAaP8+dn+Max+3P632u+kDfClH8c0f9kcIBX4Cij0y+2q5XffHlhS7f1LwFh/Otf/mQZ8DrTz36/wf1/78/v4DOhcGXu8//b10ksvvfSK7wsIA3P819N1nZsrz0P+9O+Ay/3pus71ecAKf3oasLra+S3q+XSv+H4E/MKfDgJZ/rQDzvWnfwncUU+M0a4lar1m2CuGPfsHnAHM8NfRAVgJdMK7TigCetRynHdVm+7OAVzrVVvPr/GvH6vF9vdq73P8nyuAvFrWUX3fTgDuAQzvYesLwFH+Z7Vdk+y9X7Vdl7wJ3OVPx3T9p5dejf1S1RVJZMudc3P86Y+B7maWCRwBPG5mleVSoiz7HvAnPxP8lHNudbXy0Ux3zpUCpWa2Ae9kNxZ42jlXBGBmTwHjgOeiraABse2tH3AoMMNfLgisi1LuOOB8AOdcGNhuZrXFGMFLHnzkrzMN2BBDLNVjWue8zDzOuR3++quXOQGYYlXt/lKBrv7068657f4yC4BuwKraNuac22he7Y3RwGJ/++/5H19hZqf504VAH7wkTp3q+X28BzxgZo8BT9W3LhERafFKnNfEEQAzO5Taz82Hmtnv8G7mM4FX9mN7M5xzW/zp2s6nX1Qr/xFwn5klAc9Uuz6K4N30A/yLqnNabTFGu5Y4j4ZfM4wFHvbXsd5/Ij4K2AHMcs4tj+0wHNC1Xm0+A24xsz/gPdR4pwHLgvf7OAH41H+fiXft8Tb7eU2yl8rfV6zXfyKNSgkCSWSl1abDeCesALCt+kk8GufcjWY2HZgMzDSv473dDdhWCC9zHE0FNZvvpPo/Y4otCgPmO+fGNHC5ymVrm/+gc+66/Vhn5fIuhjJnOOcW1ZhpdjjRj2d9HsWr4rcQL+nhzOwYYAIwxjlXbGZvUnW8KzX49+Gc+4Ef5zeAOWY21DnX0BO8iIi0XHWdmx8ATnXOzTWzaXhPzaOpfn7a+9xVtNe29jmfVuece9vMjsI7bz1kZjc75/4ZrWgDY6zcfkOvGep66lJUx2d72+9rvdo45740sxF414D/Z2avOuduaMAqDPg/59zfasyM7ZoEar8uqVR5fA7k+k9kv6kPAmlR/CfZy83sTAC/DdyQvcuZWS/n3GfOuT8As4F92q7F4G3gVPPaFmYApwHvAOvx2u23M7MU4KQYYtsJZFVbd/X3i4D2ZjbGXy7JzA6JEs/rwCV+maCZZdcR4+vAVDPL98vnmlm3Buz7QqDAzEb5y2fZvp3pvAJcbn7a28yGxbDecv/pRzRP4XXw9E2qsus5wFb/RNwfGB1luQb/Pvy/jw+dc78ENuE9BRAREalU17k5C1jnn8/OrbbM3uf6FXhP5sFrvlebes+n/jl8g3Pu78C9wHD/o0C1dX8LeLeeGKNdS+zPNcPbwNn+OtoDRwGz6lkG6r4OAGK/1quNeaNEFTvn/oXXgWHlsdr791ObV4AL/ZoMmFln/9jUdU1Sfb+iXpdEEev1n0ijUoJAWqJzgYvMbC5em/t9OvMBrjK/EzqgBK9Ne4M45z7By8DPAj4E/uGc+9Q5Vw7c4M97Ae9mur7YHgF+bF7nQ7389d5tZnPwqpRNBf7gLzcHr2rd3q4Eke9+hAAAAXZJREFUjjWzz/Cq4R1SR4wLgP/B6/xoHl47wZg7vnHOleG1hfuLH9MM9s2A/xav/dw88zrj+W0Mq77HL//vvT9wzm0FFgDdnHOVFxkvAyF/H34LzIyy3P78Pm42r1Olz/EucubGELuIiLQS/nmwtnPz9XjnnBnUPOfsfa6/BbjEzN7H64OgNrGcT4/Bq/H2KV4b+9v8+UX8fzt3rNIwGEUB+Ny9D+A7iC/XoUt9nk6Co9DBVSh08Rk6+ADu1yGplGATEEQK37eH/AmBHE5u/uS+qo4Zfh84fym/tsafssRvMsNzkvcM78/XJJvu/lg4JpnJAROLWa+q7qrqlGSd5LGqTmPh8ZDkMGasbYY9GM7nfqnJJoVT3b1PskvyNt6npwzFwlwm+b6uhVxyeZ65Zwz+THUvTQkDAAC3pqo+u3v13+sAbocJAgAAAMAEAQAAAGCCAAAAAIiCAAAAAIiCAAAAAIiCAAAAAIiCAAAAAIiCAAAAAEjyBUIAnjx1PGc4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_clusters = 6 The average silhouette_score is : 0.4387644975296138\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For n_clusters = 7 The average silhouette_score is : 0.3728615111052894\n"
     ]
    },
    {
     "data": {
      "image/png": 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X5Rnc399B3c1+ibgOtUIk3LD6J0xz/dcZuGry8c6AjgX+EriZLPPvHRLKUxb4HPztY+oufh7R+h0N/QZXFT2V+BONu1V1W+Ag3MVNU4yh7gJpmKruRIa1O/xTpL/7r1fi2nIuBIJ/5bc78LSqnqOquwPX++F7p8l6V+AtVT1fVffGLQ+A7ZtQYyO+PeQBPwcQke1wT++hbntoMlW9GPe0ClxQ4wURKUwzykT//gMueJJMvBPPCHBhYNvYDdeM5kG/LLby6a5S1RHA8TTxplREtnKzo1er6pG4C90y3IX5nilGC27HF8ZrUIjrEK5/msnF97+BPn3XxGmISEdgG1xV+5NUdUfqnrLGt5+W2L821HfUBSR+Lk4RcEgG48b7nQB3g4GIFAfG/ayRtVrWI66zvJmqerGq7g8c6X/qjVveTT4mNMFBIlLoA8hH+WEVuHb9ycT3CwVOCqzTvXDr9MkU4wVv/I6B2hpiidt1PLgGsL+qjgZuTJJfqu1uMO6GHuA0VR1J3T/5ZGKyf48f894F3sFde8afEL9JerVlE5HE81E2xXvc7y8ix8YHiki6oG8wKB+vVXJkYiIR2R5YoqqXq+oh1J0ji4B455Dx5RLf3uKauk3Fp53JcSqZjrh9Ld1ri3TT9tPPB873Xx9T1bkNjWOMaX4WIDAmcycDU8T18v25iPyAi6yDrz7bAu7E3aQK8I6IzKDuJuw74F7/+Q3/not7QvsZyW+CLvPvhwILffXBBbjAwUWBdPHAx1HienCPTyfeARjA/SIyRUSO9tWv/+GH3+B7TZ4uIitwN637pZnHePX4M0Rkpp9Gfpr06Xwe+PyFiHwJ/L4R49+Lu/CKX4g+mHAD8wCw0jcv+BQXSEicbqIbgOXieqT+BLjLD5+Pq0LfGI/ggjsAj/rl9RHupncZ6Z9CZ0xVr8C1ZQV3Ufiyv7FLlnYy0AN385XqZu8R3DYpwPviepT/Etc++UXc08UVuGUC8GdxPZtPwzVhaIo9ge9805V453XxQEfS9eUvRuNNTY7AVdH9HLcPjkszrfj+t7OIfOjzT3wyWIKrYr3cHz++ou6CO16elti/NoiqluHaRIMLSs3B1UDaPINxZwP/9l9/IyLf+XG3wjUtStvbfIbOBxaJ62n9E+qaL5TilueGHhMaow/uWDoHH8DD3WiVpUh/B66z2GJglt8uvsU1IXucupvzevxyjd/oXSQiX+NqPyXeQM+kbv952e9Tt7O+pbjaFeC2rw9F5Dw/H6V++L/8vpDsH01Sid9YdvLlmEJddfci/z65gTy+Cnye6feJAY0oQ0u5k7rmJo+JyLciMhtXyyKVb3Ed/wHcIiJvUheUDjoWmO+bzHxCXa2reBMAqFsuPYCv/HIpoInbVEAmx6n1qOpkVZUGXhMamDa4viviTTxuyiC9MaYFWIDAmMxdget/YCku+t8Td8K/Htf7erPzT/3H4m5MV+Ge6CzF9Qy+q28LjKq+6su3AFcN8CuSXHyr6mO46u3/wwUThuCecD1O/aeQV+Au5qpwTSiG+fGX4y7I5+FqMYzBLQeAc/1v03EXGVvibqz+TvqnFuNxF5IVuBu4C0l/w52Sqr4GXIpbDgW45fCrRoy/ivrBnvsSkvwbV/W9G66JwVJcZ3DHp8n2MdxNfDFuOa7FbUcH+loLGVPXJn5P6gJHW+Mu4B8Dxqrq/DSjN4qqXoNryw2u5sSryarD+rTL1LUtT5VXJe4G+xbcDdRWuAvbmcC1wAy/LH6Oe1oexQU9TqR+W/LG+BTXUVwlbjsv9sNO99tJKufjqrh+itseB+CavnybZpy/4JrKrMIFOx4CHk1IsxwXgFro0/TD3cDeiKtF0VL7V3O4AnfjsdqX63HqbvwTmzskOht3Qz4LdwOdh9vf91PVl5qhbP/FtWHPw+1f1cDruP1r1YYeExrpNlwwrBOuWcLfSRME8W2rx+KO50tw22lH3D7wR+qa3iRzBm4bK8O1N/87vj+CQP5fAafhgjK5uCDiCSTw+96ZuKBzAe4pdT9VXYmroTALd71YRV3TgEwEawdMV9V1qrqYun1JgbcbyOMFXJ8Ry3H7zBjqAn1Z4/fVsbiA7zzcPt0RF/BMNU4NcBzu2BLGrbefJ0n6ls9HcM3SIrh/l/m5X6fg9r8ncfvk1rjlEt7AbQoyOE61FF/z8Xf+68uq2qTrAGPMhpNGXp8aY0y7Ju7/028GPvbVkY3ZpInIZkCFqq723wtwNxzbAh+o6i7ZLF+2iesIDuDPGT4lNcYYY1ot66TQGGMAETkK93TtQD/Iqjca4+yM6yfiY1wNmNG4mg011DVFMabdEJGDqWtClui/voaVMca0SxYgMMYYZ3vcXxYuA25U1SeyXB5jWovvcR0Obo+rPr8C1xfKDar6QTYLZkwL6UHdvzUk+irFcGOMaResiYExxhhjjDHGGGOsk0JjjDHGGGOMMcZYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgMAYY4wxxhhjjDFYgGCTJiITROTBFp7G7iLydeD7XBHZd2NNvzUQkXEiMr8Z89tVRL4VkXUickRz5Zswjdr11JqIyIki8mq2ywEgIuNF5N1sl8MYYzZFG+saQkT+KCL3tPA0JonItf5zveumZpxGVs6fjb1mEZH+IqIiEmnhck0WkTNachotoTHXZ3adYprKAgTtmD8Yx18xESkPfD9xY5RBVd9R1cEbY1qZCp6IA8NaxQ1xsrIlcTVwh6oWqeozG2marYKqPqSq+2W7HM3JXwgNynY5jDGmNWkN1zAAqnq9qm60G8nmuG5KdpOdxfNn2muW1nL91RTt6QZ8U3loZzJjAYJ2zB+Mi1S1CPgRODQw7KFsl880WT9gZlNGbOmIfEtqy2VvKbZMjDHtlV3DtBtNvmZp7+wcblorCxCYXBG5X0TWishMERkV/0FEeovIkyKyVES+F5HzU2UiIgeJyCyfz08icrEf3lD1+nTTH+KrgK3yvx0W+K1e1bDEKK6IbCMir4nIChH5WkSO9cPPAk4ELvFPIZ4XkQeAvsDzftglPu1YEXnfT3+6iIxLM/9zReQPfhmsFJF7RSQ/Rdqk85WsbEnGnQ0MCJQ1z6+n5/y8ficiZwbSTxCRJ0TkQRFZA4xPyC/dNEeIyOcislpEHgvOj4gcIiKf+Xl4X0S2TzGv/xCR/0sY9qyI/NZ/vkxEZvv1P0tEjgykGy8i74nIrSKyApiQZD3vIiIf+zJ+LCK7JKyTfQPfa6PjIpLvl8lyPw8fi8hmKeahj4g85feD5SJyR5I06z2tCW6jIjJIRN7y5VwmIo/54W/75NP98j+uoeXr5+tSEfkcKBWRiP/+k1+OX4vIPsnmxRhj2pkNvobx5/pFIhIODDvSH2MzPnekO+f474/76awWkbdFZNsU5am9bhKR46R+TYpKEZnsfztYRD4VkTUiMk9EJgSyiZ9bVvnxdm7k+XOyiFzjz8FrReRVEemeaiWIyJnirj9WiLse6e2Hr3fNkjBe0usv70QR+dGfMy8PjBOSumuH5SLyHxHpmqZsh/vz6Ro/zgFJ0iSuq3rndL/s5vhl8b245hpDgH8AO/uyr/Jp80Tk/3zZF4u7Dirwv40Tkfn+nL0IuLeh+RGRk0XkB//b5aQhIt388l8jIh8BAxN+n+i3lTUi8omI7O6HHwD8EYhvb9P98FNF5Es/33NE5Ox00zftiKraaxN4AXOBfROGTQAqgIOAMPAXYIr/LQR8AlwF5OIO8HOA/VPkvxDY3X/uAuzoP48D5icrRwPTzwG+wx2wcoG9gbXAYP/7ZOCMQL7jgXf95w7APOBUIALsCCwDtvW/TwKuTbd8gM2B5b5sIeBn/nuPNMt3BtAH6Aq8F59GcBlkMF/rla2hdQm8BfwNyAdGAEuBfQLLuBo4ws9HQZL8Ui2Pj4Defn6+BM7xv+0ILAHG+PV2ik+flyTvPfy6kMC2UQ709t+P8dMIAccBpUCvwDqtAc7z67EgYT13BVYCJ/vfT/Dfu6VYThOAB/3ns4HngUI/DyOBjknKHwamA7fitqt8YLck21x/QIFIYNzJ+G0UeAS43M9nbR7+NwUGBb6nXb7+82e4ba0AGOyXce9AWQZm+5hjL3vZy17N9Uo8nvthE2i+a5jZwM8C3x8HLgtMp8FzR7pzjv9+GlAM5AF/BT4L/DaJJNcMCWXsiDsXnx1IN8zP6/bAYuAI/1uyc1LwnNXQ+XOyXyZb+/PMZOCGFMtub9w11o5+3m4H3k637tKt20DZ7/bTHg5UAkP87xcCU4At/PTuAh5JkfdOwGrcNVwId223TWAe4+foxHVVu/xw5/411F2n9aLuerJ2mQbG/SvwnF/Gxbjt5S+BdVYD3OjLXpBufoChwDrctVQecIsfP+nyBB4F/uPLvB3wU7B8wElANz9fvwMWAfnJloEfdjAuyCDAnkAZ/vreXu37ZTUIzLuq+qKqRoEHcAdigNG4m+GrVbVKVefgDtbHp8inGhgqIh1VdaWqTtvA6Y8FinAnpCpV/R/wAu4k1pBDgLmqeq+q1viyPAkcnWGZwB1EX/Rli6nqa8BU3IVIKneo6jxVXQFcl6KsGzJf6xGRPsBuwKWqWqGqnwH34E76cR+o6jN+Psobkf1tqrrAz8/zuOADwJnAXar6oapGVfU+3Ml7bJI83sGdZHf334/25VkAoKqP+2nEVPUx4FvcCT1ugare7tdjYtkPBr5V1Qf8748AXwGHZjBv1biT5CA/D5+o6pok6XbCBTB+r6qlfhk3pb1hNa6aZe8M8shk+d7mt7VyIIq7cBgqIjmqOldVZzehjMYY09Y01zXMI/jzsIgU4871jyRJl+m5Yz2q+m9VXauqlbibseEi0imTcUUkBDwMTFbVu3x+k1X1C3/+/NyXd89M8iOz8+e9qvqNP8/8h7prgEQnAv9W1Wl+3v6Ae6reP8OypPJnVS1X1em4QH183Z4NXK6q8wPL8mhJXl3/dF+21/xy+klVv2pCWWLAdiJSoKoLVTVpkwkREdw5/CJVXaGqa4Hrqb/dxYA/qWqlX7bp5udo4AVVfdv/dqUfP9m0w8DPgav89coM4L5gGlV9UFWX+3V+M+7aIWV/F6r6X1Wdrc5bwKvUXc+ZdswCBGZR4HMZkO8PSv2A3uKq0K3yVaf+CCStho07KB0E/CCuKvXOGzj93sA8VQ0eCH/ARX8b0g8Yk1D2E4GeGZYpnscxCXnshoscpzIvoay9k6TZkPlKpjcQPwmlym8eTZO4bor8537A7xKWTR+SzK+qKi6iHQ+A/AKobTsqIr+Uuqr0q3AR72A1xnRl742b16BMl+UDwCvAoyKyQERuEpGcJOn6AD+oak0GeaZzCS4C/5G4arCnpUmbyfKtXS6q+h3uCcQEYImIPBqv3mmMMe1cc13DPAwc5avAHwVMU9XE8wtkfu6oR0TCInKDr0a+BvfUHOqf79K5Dvc0uraZhIiMEZE3xTWhWA2c04j8Mjl/proGSJuXqq7D1bhs6nVNQ9PvBzwdWK9f4gLlydZtH1xNiCZT1VJcDcdzgIUi8l8R2SZF8h642iWfBMr3sh8et1RVKwLf081Pb+qf70txyzbVtCOsfy1aS0R+55sMrPbT6kSabUZEDhSRKeKajqzCXednuo2ZNswCBCaVecD3qto58CpW1aRP0FX1Y1U9HCgBnsFFmzfEAqCPj5rH9cVVlwJXFb0w8Fvw5n8e8FZC2YtU9Vfx4iabhYTv84AHEvLooKo3pClzn4SyLmjCfCUrWzoLgK7+iUey/DLJs7HTnAdcl7BsCv0TiGQewUXD++GqzT8J4L/fDZyLq9bYGddMQzIs2wLciTUoo21EVatV9c+qOhTYBVfr5Jcp5nnh09IAACAASURBVLVviicTQaX+PdX0FqnqmaraG/e04G+S+p8LMlm+9ZaLqj6sqrvhlofiqi8aY8ymqrHXMLNwN1MH4gLZD6dIl+7cke665BfA4cC+uJuy/n548HyXlIgcjwuyH62q1YGfHsZVZe+jqp1w7eHj+TV0Xm/o/NkY9fISkQ64WhaZ5tWUa5ADE9Ztvqomm948Etrhp5Bu3aGqr6jqz3APib7CXbskK/syXDPKbQNl66Suo01SjJNufhYSuLYUkULcsk1mKa75QeK1aHzc3YFLgWOBLv6aazUpthkfLHsS+D9gM5/+RTLYZk3bZwECk8pHwBrfkUqBj35vJyKjExOKSK64Dls6+ZPXGlz0c0N8iDtgXyIiOeI6CDwU9zQaXBvso0Sk0N9onR4Y9wVga9+xS45/jRbXoQy4dnoDEqaXOOxB4FAR2d/Pe764zmW2SFPm34jIFuI6l/kj8FgT5itZ2VJS1XnA+8BffBm3xy2LxvTw3Khp4k6M5/inFyIiHcR1llScLLGqfoo7cd0DvKKqq/xPHXAnpKXgOsPB1SDI1Iu49fwLcR31HYdrr/eC//0z4Hi/nEcRaGIiInuJyDBfJW8Nrtposm32I9wJ+gY/n/kismuSeVyKuxg6yW8vpxG4KBGRYwLbzko/3/HpJS7/Ri1fERksInv7k3kF7uJkQ/c/Y4xpyzK+hgl4GPeEfg9cHwTraeDckfKcg3v6X4l7+luIq3beIBHZAdem/wh/ngkqxtUgrBCRnXBBiLiluKroqc7tDZ0/G+Nh4FQRGeHPQ9cDH6rq3AzHb+w1yD+A6/xDBkSkh4gcniLtv3zZ9hHXGeDmKZ7+fwbsISJ9xTX7+EP8BxHZTEQO84GPSlyfAMHz9xYikgvga4feDdwqIiV+/M1FZP8mzs8TwCEispufxtWkuHdT18zmKVyHzoUiMhTXh1FcMS6AsBSIiMhVuH4t4hYD/QMPsHJxTRCWAjUiciDQrv5m2qRmAQKTlD/QHIprc/Y9Lip6Dy7ynczJwFxxVefOwbXh35DpVwGH4aL5y3Cd8P0y0HbsVqAKd0C7j8ANsa9uvx+uzdcCXDW1eIcw4E4YQ8VV54r/J+9fgCv8sIv9jffhuBv9pbgI7+9Jv888jGufNce/rm3CfCUrW0NOwD2NWAA8jWvb9lqG4zZ6mqo6FdfG7g7cze53JPw7QhKP4J6c1D6V8U9sbgY+wK3HYbjOHTOiqstxT29+h7vougQ4RFWX+SRX4m7SVwJ/pv4ToZ64E+8aXHW+t3BBocRpxPeDQbi/2ZqPq2qYzJm4bWQ5sC0ucBM3GvhQRNbhnvhcoKrf+98mAPf55X9sE5ZvHnADbntahKvF80cAH7izv5cyxmxSmnANA+48NQ74X+A8kijduSPdOed+XA2Fn4BZuE7pMnE4rnPfd6Xunwxe8r/9GrhaRNbiOmOsrbmpqmW4Zgnv+XNLvT6CMjh/ZkxV38DN+5O4gPpAUvf1kEy9668M0k/EnUdf9fM+BVc7MVnZPsJ1WH0r7mn5W6xfcwJ/zfQY8Dmuc8tgoCSEW04LgBW4fh5+7X/7H+4vHBeJSHzZXYo7b0/x18Svk6adf7r5UdfXwW9w29JC3LaV7p/BzsU1xViE6/jy3sBvrwAvAd/gtsUK6jdHiAfFlovINH8tfT5uu1qJC0A9F0/sgynrRKQvpt2J9yxujNkAIjIX1xvu69kuizHGGGOMMcY0hdUgMMYYY4wxxhhjjAUIjDHGGGOMMcYYY00MjDHGGGOMMcYYg9UgMMYYY4wxxhhjDNDQf3s3Sffu3bV///4tkbUxxhjTpn3yySfLVLVHtsuxKbDrEWOMMSa5VNcjLRIg6N+/P1OnTm2JrI1pW77+2r0PTvcPN8aYTYmI/JDtMrQ2IjIY9zdjcQOAq1T1r4E044BncX9bB/CUql6dLl+7HjHGGGOSS3U90iIBAmOMd/bZ7n3y5KwWwxhjWjNV/Rr3n/WISBj3f/FPJ0n6jqoesjHLZowxxmxKrA8CY4wxxrQm+wCzVdVqWhhjjDEbmQUIjDHGGNOaHA88kuK3nUVkuoi8JCLbbsxCGWOMMZsCCxAYY4wxplUQkVzgMODxJD9PA/qp6nDgduCZFHmcJSJTRWTq0qVLW66wxhhjTDtkAQJjjDHGtBYHAtNUdXHiD6q6RlXX+c8vAjki0j1Jun+q6ihVHdWjh/1ZhDHGGNMYm2wnhfrTT8Ss4zjT0nbe2b0/9FB2y5ENIoQOPhjp1CnbJTHGtB0nkKJ5gYj0BBarqorITriHHMs3ZuGMMcaY9m7TDRAsWEDs0UezXQyzqZgxI9sl2KikuBgZPtyCA8aYjIlIIfAz4OzAsHMAVPUfwNHAr0SkBigHjldVzUZZjTHGmPZqkw0QGLNRrF7t3tvrjbII4ZNPhl69kG7doGtX6NIFyc3NdsmMMW2MqpYB3RKG/SPw+Q7gjo1dLmOMMWZTYgECY1pQeOZMAKK77JLlkjQvKSlB9tqL0E47IVtvne3iGGOMMcYYY5qBBQiMMY0TiRCeMAHp0yfbJTHGGGOMMcY0IwsQGGPWI4MGIb17u+YCnTuDf0mnTtCtG9K1a7aLaIwxxhhjjGlmFiAwxtSSwkJC48cTOvDAbBfFGGOMMcYYs5FZgMAYg3ToQOj445G990Y6dsx2cYwxxhhjjDFZYAECY1pQbJttsl2EjMguuxA64ohsF8MYY4wxxmyAJYvKmfbhcoaP6kqvzQuzXRzTBlmAwJgWpK29rX5uLtKvH6GTT852SYwxxhhjzAZYML+MvYa9RCymoPDap/vTf2Bxtotl2hgLEBjTgmTFCqD1BAqkQwdk5Ehk9Ghkq62gd29EJNvFMsYYY4wxG+i9NxcTrVFK19WQXxDmrVcX0f9XFiAwjWMBAmNaUOirrwCI7rJLlkvi/pkgfM01SFFRtotijDHGGGOa2fBRXYnFlHBEEIEdx3bPdpFMG2QBAmM2AVJQQPi88yw4YIwxxhjTTm09pBPPvrsvb7+2iF3GlTBshy7ZLpJpgyxAYEx7lZuL9OzpXkcdhQwYkO0SGWOMMcaYFjRshy4WGEiioiLKl5+vot/AIrp2y8t2cVo1CxAY0x7k5iLDhhEaPhwZPBh69kRaSb8HxhhjjDHGZEtZWQ377fAKixeWIyL898OfsdU29rfeqYSyXYDGWrVqFUcffTTbbLMNQ4YM4YMPPsh2kYzJKikpIfL//h+RCRMIHXkkMnSoBQeMMcYYY0yrpqo89fBcrrtsOt98ubrFpvPJB8tYvLCcdWtrWLe2mqcf/qHFptUetLkaBBdccAEHHHAATzzxBFVVVZSVlWW7SMakFN1222bLSzp0gM03R0pKoKSk7n34cCQ3t9mmY4wxxhhjTEt79N9zuPz8aZSXRZn092/5eO5hdO7S/Ne0/QcVu79+BPILwgwd3rnZp9GetKkAwZo1a3j77beZNGkSALm5ueTajZFpzTp1apZsZPBgwlddhXS06lDGGGOMMabtm/rBcsrLogBoDOb/UNoiAYI+/Trw2Gt78cQDcxm9a3cO+XmfZp9Ge9KmAgRz5syhR48enHrqqUyfPp2RI0cyceJEOnTokO2iGZOULF0KgPbokVn6jh2hTx+ke3fo0QPp0cO9Dx5swQFjjDHGmBa0Ynkl/3tpIVsN6cjwkW2/ueazj/3A3X/9hlG7dOeKG4cTiTS+dfm3X63hz7/7lA5FEa69bSQ9NstvtvIdd+qWPPPoD4RCQp/+Hdh6aMtd647auTujdk7+t4/PP/4jF5/5MQWFYSY9twcjRrX9db8h2lSAoKamhmnTpnH77bczZswYLrjgAm644QauueaabBfNmKRC334LQDQYIMjJQYqLwb9qP3frRuiII5DCwiyV1hhjjDFm01RWVsM+w19mzepqNKbc/fiu7HNQ72wXq8m+/24tF576ERXlUWZOX0XfLTtw2rlbNzqfE/afzIJ5ZYTCwopllTz+xt7NVsaddu3BO18dzI/fr2PE6G7k5oabLe/GuGD8h5SXRVmzuprfn/URr007ICvlaC3aVIBgiy22YIsttmDMmDEAHH300dxwww1ZLpXZpOTkIH37QkEBkp8P+flQUFD7LoHP5Ocj558P4TCR226DoiIXEMhvvsirMcYYY4zZcN99tYa1a6opW1cDwItPzW/TAYIVyyoJ+QoD1VUxliysaFI+y5ZUoArRGmXB/PJmLKHTe4tCem+R3YdjObkhysuiiEBeXnaCFK1JmwoQ9OzZkz59+vD1118zePBg3njjDYYOHZrtYplNhPTqReiAAwgddVTmIxUXu/ctt2yZQhljjDHGmA02cOtiCgrCRGsUEdj3kLYbHADYYadu7L5vT17/7wI261XAKb8e1KR8rrhxOFdfPJ1QGCbcPKKZS9l0SxdX8K/bvqFjlxxOP2/rDbqxv/fp3bj4rI8pKs7htvvHNmMp26Y2FSAAuP322znxxBOpqqpiwIAB3HvvvdkukmnvRAhfcAGhffbJdkmMMcYYY0wL6FCUwxvTD+ClZ35i8LYdGbt7SbaLtEFCIWHSM7tTuq6agsIIoZA0KZ8zzh/M8acOIBwRCgpaz63jUePe4Pvv1hGJCN/MXMNf7x3T5Lx2GbcZ739zSDOWrm1rPWs5QyNGjGDq1KnZLoZp73JykEGDkG22IbTvvq5ZgTHGGGOMabdKehZwyjlNe9LeWnUoyskoXWVllDtv/JIf55Zy7qVDGDS4rsPAouLM8thYYjFl9jdr0Zhr+jDtw+XZLlK70uYCBMY0OxGkSxfo1QsZNgwZMcL9a0CkGXaPu+7a8DyMMcYYY4xpQdddNp0H7ppNZUWUV5/7iekLjyAnp/H/erAxhELCMSf354Un5hGLwVkXNr7zRZOaBQjMJkW6dHEBgKFDoWdP9zeCJSVITgtFRgcPbpl8jTHGGGOMaSazpq+iojwKwLo11axbW02XrnlZLlVqf713DKeeuzVFxZF6tR3MhrMAgdkkSMeOyH77ET7llI074eefd++HHrpxp2uMMcYYY0yGzr1sCNOmLAeB/Q7dvFUHBwBEhBGjujZp3FUrq5j1+SqGbt+Zzl1ym7lkbZ8FCEz7Ew67/gOGDUO22QYZOBDp3j07Zbn5ZvduAQJjjDHGGNNKjduvFx/9cCirVlQxcOvibBenxSxaUM7e279ETXWMSE6I/31+ID17F2S7WK2KBQhMuyJFRYRvuQXp1SvbRTHGGGOMMabN6N4jn+498rNdjBb15ssLqSiPUl4WpaAwzJsvL+SE0wZku1itigUITLshAwcSPuccCw4YY4wxxhhj1jN0eOe0340FCEwrFRo9Gjp3hoICKCxECgrc5/grcVhhIZLfviOexhhjjDHGmKYbPrIr9z+/B2++vJC9DujF8JFN68egPbMAgcm+cBjp1Qvp1w/69UOGDSO03XbZLpUxxhhjjDGbjPLyGkSE/PxwtotSz2dTV3D+L6cgArc/MJbtd9ywm/rd9t6M3fberJlK1/5YgMBklZSUEDrlFEJ77JHtorSMBx7IdgmMMcYYY0wr9erzP/HXa2cydHgXrpm4AwUF2bk9e+Tfc7j0V1MRgb8/vDMHHdUnaboP313K5FcWsud+PRm7e8lGKdvZx77Hj9+XAnDWse8x5Tvr/LslWYDAtDjp0AFKSpAePaBHD/deUoJstRXSs2e2i9ey+iQ/uBpjjDHGmE3b0sUVnH3c+1SUR5n1+SpKeuZzydXDslKWCb/9lOqqGABXXvhp0gDBjM9WcsL+kykvi/KPm7/muff2ZdgOXVq8bFWVsaSfTcuwAIFpGbm5yKBBhHbbDTn4YCQUynaJsuOxx9z7ccdltxzGGGOMMaZVWbO6qvZzVWWMxQvKmzX/ubPXctx+k1m8oJyL/7wd514yNGXabj3yWLumGhHYrHfyfr2+mLay9rMIfDFtRZMCBOvWVnPdH6az6Kdyfv/nYQzdPn1Hgbc/MJZzjn8fBO54YGyjp7exxaILiVVPJZQzmlC47T0MtQCBaVay1VaEf/UrGDAACbeu9ktZ8fe/u3cLEBhjjDHGmIABWxVz+PF9eeL+uXTtnse5lw1p1vyvu+xz5n1fiircdOUMfnH6QLp2y0ua9sEX9+SK8z8hJzfM9XfsmDTNuP17kpcXJhIJEQ4Lex3QtH8Ou/y8T3jm0R+pqowx5e2lzFhyBOFw6oeJu+29GTOWHJlR3tFoLG1eLS1WM5eypcP9N6Gw5AtC4bZVo9gCBCZjUlwMXbtCly5It27QrRtSUuKaC5SUuOYDubnZLqYxxhhjjDGtnojw13+P4S93jiQ/P4yINGv+HYoihMNCTY0SEsjJSX3jPGCrYh5+aVzdgGgUQiFXVcDrtXkh735zMDM/W8m2I7rQrXtCsEEVYjFo4CHhnG/X1jYVWLu6msrKGIWFG3ZTX1UV5eSD3+adNxYzbMcuPPnm3hQV52xQnk0RrXwNtAYoA+lAtPJ1QoWnbvRybAgLEBiIRNwNfrdu7sa/a9e6AEDXrtCtmwsK5Gz8ncwYY4wxxpj2rKU6Jrzy/41g4U9l/Ph9KZf/ZXuKO2Z4LR+NwqmnugeDt95aL0jQrXsee+ybpNq8Klx0EaxYAffemzZIcMnVwzjlsHeIRpVfnj2IwsINn/83XlzIJ1OWowrfzFrDkw/9wCnnDNrgfBsrlDsaUCAMqoRyRm/0MmwoCxBsCnJykE6doGNH6NzZfe7SBenbF9lyS+jbF4nYpmCMMcYYY0x70a17Ho+9ulfjRwyFKM3rSIeJE4lGlfBtf60XJFhPPDgwcSJccIGreZDG7vv05PNFR1BWWkNJz4LGly+JTl1yicVcrYTKiigfTF6clQBBOGcEBd3fJFr5P8J5+xLOaXt/3W53he1BOIz07o1svjkE37t1g06dkMLCbJfQGGOMMcYY04K+/24tl/16KosXVrDPgb341e+3oXuP5B0OpjN1ynKOfWgPrsz5nlPvuI2oQHhiiiBBYnAgocZBKnn5Yf5y+ed88sFyzr5oMGP37MFJB7/N/Lml/G7Cdpx14eBGlXmXPUvY+8DevPjUfFThtRcWMPWDZYzauXuj8mkO4dwxhHPHbPTpNhcLELRWeXnuxr6gAPy7FBbWfqawEOnVy9UA6NfP2v63Vk88ke0SGGOMMcaYNiQWU67/w3Tefn0xvzhjAON/tVVG440//B2+mbUGgK9nrOa/T87ng+8ObnTfBg/dM5vy8hh/5CTIgVNvvw1CUnvz//Ws1Vx5wTQKCsL8KXofA178Ny9sfhQ7/PZaNs9wWvfe+S0P3zOHivIovz3jI/Y6oCdfz1hNNKpcd9l0jvpFP7qXNC64MWb3Hrz+wgIqK2OICKXraho1vnEsQLAxibiO/jp1ch379eqF9OwJPXu6PgCKiuqCAZvq3wK2N903ftTSGGOMMca0XU88OJd/3/Et5WVRrr74M0aM7saIUV0bHG/50sp63+f/UEp5ebTRbfx32Kkrzz76I+VlUa7PH88vThtA3sSJ7sdbb+UXB7zFwnmlXM39DOBl7uYAJiw4mt3O+DjjJg1LF1dQXeWaBKjCl5+vQlVrf5dQ4ztsPOG0ATzzyI9M/2Q54/aD3fZqnuYLycSiCxApQEKN/5vH1s4CBBsqFEI6d3Yd+nXp4jrz6NrVtfP3r9r2/x07NnvvpKaVmzTJvY8fn81SGGOMMcaYNmLFskqiNe5mORQSViyrbGAM55qJO3LeL6cQrVFy80LsvEePJnUAePJZg8jPj/DOG4vZda8SIicfBflh14wAWLlsF/7M/ZzhgwNX8UtQYd3azJ/Yn3buVjz98A8smFdGdXWMubNLCYWgS7dcLr9h+Pr/kJCBouIcnnu7mPLlRwBhKpZ3pbDHTCTUodF5pVO55o9Ur7sFEPK7PEqk4PBmzT/bLECQKC8P6d/fPekvKqp9SeBz7fd4AMBu+k0qFiAwxpiMiMhcYC0QBWpUdVTC7wJMBA4CyoDxqjptY5fTGGNa2nHjt+Shu2cz55u1jBzbjd332Syj8Y48oR8H/3wLvvxiNWtWVbHzniVp099161f867ZvGbFTVyZOGlP7bwoiQlVllP8+OY+Xnp7PS8/M575nbnUjTZzIHFyg4N/hA/nhV1eTd88ciopzuP6OkRnPY6/NC/l47qE89K/ZXHbOJ4CrSXDhFUM58YyBGeeTqKb8P6BlLr8YxGqmE87dpcn5JVJVqtfdhDtVQeXaKyxA0B5JSQmy++7IyJHIkCHWo78xxhiTHXup6rIUvx0IbOVfY4C/+3djjGlXunTN4+1ZB1FZGSM/P/XfBSaTmxtm+MiGmyN8PWs1N17xBeVlUZYsLOfft3/Lby4ZUvv7pL9/R3mZuwl+7fkFVFXHyL311tpaBAAnlT5Hbl6Ea2+vi+cuW1pBXl445V8qTn51ITdd+QVLl1TQf2ARex/Ym2jU1ZZQhZXLq/xn5bOPV1BYFGHw0E4Zz384d3eqS+8CKgEhFN4643EzISJIqBca+wnIIRRpXGeKbUGbuxPWmhqoroaqqrp3/1mTDKv9XFWFBr7LwIFE/vEPV2PA2okbY4wxrd3hwP3qGqlOEZHOItJLVRdmu2DGGNPcRKTRwQGA/728kIXzyzjk6D506py6E/OK8mjtnw3EYkp5Wf3mATvvUcKcb9ZSUx2jz5ZF5ETE/VtBQO6lF9d2XBiLKf834QvuvPErJAT//M+u7Hfo5rVpVZVfn/gBzzzyY+2w+XPL+GLaSvILQlSUx8gvCLF5X9cc4MJTP+SFJ+YTiyl/unlExh01RgqOJF8eJ1b9GZGCo5Fw89/nFXR/k8o1VyKhbuR1vK7Z88+2NhcgkEgEIhHXk3/ib1kojzHGGGOahQKviogCd6nqPxN+3xyYF/g+3w+zAIExxgD/uv0brv/DdFThbzd9ydtfHkQ4nLzj8+137MIxp2zJI/+awzbbdeL08+s/af/TzSMYvF0nViyt4MQzByK//W39vzKM/7Uh8PbBl3LK4e9QUR6rHf8vf/y8XoDg65mrefmZ+euVY93aGi67ZhgP/2sOO48r4fhTt0RVeeKBucR8dvdM/CbjAAFAJP8gaohQU/4UkYIjm/Upf7T6U6IVL5Lb4RzCeXs2W76tSZsLEBhjjDGmXdpVVReISAnwmoh8papvB35P9hxAEweIyFnAWQB9+/ZtmZIaY0wr9NIz8ykrdc0C5v9YxoplVfTYLPlfBYoIN9w5ihvuHJX090gkxElnDnT1/uPBgHhwQPxfHgJMnMii+76novx44ofpnFyh38Cievl17JxL4mE8HIHLrhvGuZcM5dzLhtb7bashHZn99VoikRAjx3Zr1HKoqXiBipXHgVZSte56Cku+IxRO3x9DJmI1sylftjtoOUg+BV1fJZy36wbn29rYf+kZ05JefNG9jDHGpKWqC/z7EuBpYKeEJPOBPoHvWwALkuTzT1UdpaqjevTo0VLFNcaYVueI4/tSUBimsEOEAVsV061H4/8JAFxzgNJ11Wgsljw4AHVBggsu4NhVz3EN9wNKXn6IY365JX+9t34XMb23KOSOB8YyfFRXTjhtS2YuP5KpPxzGj3NKOfmQt/ji05X10j85eR/O/+NQ/nD9MG66a3Tt8Gj1F5QuHkzpor7UVL6etPzRyrd9R4VRQNCaL+vmLVZK5eoLKV9+FNHqzxq1XGLVn+Fun2OgNUSrP2zU+G2FBP9vsrmMGjVKp06d2uz5GmOMMW2diHyS2EP/pk5EOgAhVV3rP78GXK2qLwfSHAyci/sXgzHAbaqaGESox65HjDGbminvLGHh/HL2O7Q3HYqSdxSYTlVVlGP3nczU95ZyS6dHOHblc+sHB4JUWXv6uRTf+zee7XUkg168h21HNNxJIrh+Bp5++AeqqmJ07JTDzGVHEomkf35dtmRHYjWfui/SmaJeK9dLE636iPLlewMhRDpRWDILCRUDULHqbGrK7iPeiWGk8HzyOt2a0b/SaXQppYuHAOWAUthjGqGcbTKa19Yo1fWI1SAwpiX97W/uZYwxJp3NgHdFZDrwEfBfVX1ZRM4RkXN8mheBOcB3wN3Ar7NTVGOMaR2eemguo/s/xzH7/I9XnvuJcdu9yI1XfMHoXbs3KTgAMPmVRcyYtoI/xe7j2JXPMWPPX6YODgCIUPyvO+CCCzh84dNsO+lq1ywhA3Nnr6OqynU0UFZaQ1VlrIExoH7LsuTTCefuRGGPz8nv8giFJTNqgwMAsZpvcMEBN35N2d3EqqdkVF4J9/BNClw5aypfyWi8tsb6IDCmJf3nP+7913Yda4wxqajqHGB4kuH/CHxW4Dcbs1zGGNNarVheyW9P/4jKyhgL55cx5Z2l1FQroRBcdNpHPP76XpSX1zD1/WX0G1BE3y2LGs4UXJ8FsRidKeXeyEF0Pedqtmvo6XqwT4IVKyAWg3DD/8Bw6bXDOOmgt6iuVk47dxCFHdLfmmqslHDBz4mVLgJV8rvclzJtKDKAUGTAesPziidQvnw/oKqu7Bl2da8aI1r5AvEAQXXpXeQWXZDRuG3JJhsgcNcZ0WwXw7R7PrKpNemTtTvhjKpqGWOMMcaYxovWaO3z81iM2qf2sRisW1tNVVWUA0e/yk8/lhGNKg+9tCc779FwR3077NSNK27ekfvu/QN7HrA544/LsLPXeJAgw+AAuL9SnLH0SErXzKEo91oqVnUir+O1SKjTemlVlfLlexKr+QqA3KIrieTv3+A0olUfUrHyJEDI7/Iw4bw9KSyZR8WqE4hVfUo4d0+QzTKcxRChyHa+DGHCeXtkNF5bs8n2QRCt+piqtVdnuximncs97H0Aqp7bJcsl2ViESP4BRApOrledyxhTx/og2HjawvWIMcY01Z03fcktV8+gd58OnHD6ltx05QyKiiM8+OKe5OQIh+36eu2/Gmzet5AP5xyS8m8Ps6l0cX80Og+I2Qyx5AAAIABJREFUEM47kIJuz6yXJlaziLIlvYk/fAvljKawx0cZ5N0Pjf4IgIQH0GGz2QBobDmlS4a6fyQgRkH3DwjnDAtM7xtUKwhFhtV76KWxFVSX3o2EOhMpPA2RpjXlaA1SXY9ssjUIjDHNR0KdCOWOJZy7F+GcbbNdHGOMMcaYdu83lwzhN5cMqf3+64vrPq9ZXUU0WvcgeOmicqa8vZRd98rsafnGoFpJ+fL90OgPfkhVbQ0BAI2tI1YzCwlvTfmKn+GaAiiQQyT/6AwnEqwxXvc5WvUBaAXoWiBMtOKF2gBB1brbqFpzGYiQU3gGeZ0mUl16P1XrriIUHkh+l8eQcPcNmPPWzQIExpgmEkKRgYRz9yCcf0ibjqAaY4wxxrQnHTvlcsHl23LzhC+IRiEUFjp2zm3WaXz5xSoeumc2Q4Z1pv/AIlavqmbfg3uRm5tZE4NoxQvEqqcFhuSQW+xqeGt0GWVLh6FaBuSAribe9l8ig8kp+n29vFRrqFp3E7GaWeR2uJBwrnswntflQSpXngAI+Z0fqE0fyhnu84sAuYRz62r7VpfeApSD+n4Giq+icvVZQCXR6AIq1/6B/M53N2ZRtSkWIDCmBbW/pgWChDoSKTiecO44JJRZhzfGGGOMMWbjOu+yISxeWM6Ut5Zw8tmDGLZDl4zGmzl9JZNfWcSY3XswaufkT8pXrazisN1eZ92aGiIRQUJCbm6IkWO78dhre2VWwFA36v6JoIC8Tn8np/BYAGoqX0Zja4FSoABCPUDXAJBTeNZ6fV1VrbuR6rXXA2WUVzxHh83mIaFORPLGEem5cP1Jh/tQ0H2KqzmQu3O9/gRCOTsSjS4CYoQiQ9B6fYnFUK3IbP7aKAsQGGPqSD6R/IMR6QhSjIQ6IlIM8XcpRqT1tV0zxhhjjDH1RSIhbrizcV3ezPl2LYft+jqVlTFyckI8NXlvdtip23rpFs4vI+abMNTUKKBUV8V4543FRKOxjPo6iOSNI7foKmrKHyGcfygSGUJN5ZuEc/cklLMtiNbGD3I7XAyhfEKRwUTy9lkvr1j1DKDMfdEaNLYkaWeHQeGcbZM2jc3v/ABV624BSsntcDES7k5u8Z+pWncNEu5DXvF1Dc5bW2YBAmNaUOQO1xFKzbkDs1yShkm4DzmFpxPOHZntohhjjDHGmCz4YtpKJCREa5RwWJn6wbKkAYKthnRk66Gd+PbLNVRWRIlEBEToXpLHITu/xsmnf8PRJxWTU3AMEuqQcnq5xZeQW3wJVWtvomLFXkCIcN7BFHR9lLxO/6Ry9e9Bl1C17iogh8IenyXPp+giyitfAI0RztsDCQ9q8jKQUAfyOl6ZUM5LyS2+tMl5tiUWIDCmBYVeXew+tMIAgUgHJNwTCW1GKLI14fzDEbFDgjHGGGPMpmrsHj3IiYQo6hhBY7DXAb2SpotEQjz33r7M/GwlPTcv4KN3lzFz+ir+eetXHHr4Q+y797OULQ+RW3AnhT0+bnC61WV3g7oaANGKJ/ywu0AXAQpaCvx/9u47TqrqfuP453vvlJ3ttKU3laIUUUAUEcUK1qBGY2/RWFLUaGy/xJiYmGiikqgx2GJJjDURG2qMvaEYUBHsohSls7Bl6vn9MQuC7MIuu7N3y/P2ta87c++55z6L7DLznXPPiZCKP0ok9MNNzvcju1DQ9Utc5mvMH6DlthtB7wZE2g3L3mOVdwie30/zB4iIiIjIRp6bvpiy7nn07JPPVTeOpEfvAn504uu89OzXHH5sX35+9Y7r33xnMo502uH7Hod8txdDBv+KyYc8SjSvmvyCeLZN8m2cq8YsD5epIJ34L+Zvs8nQfj+yJ6mqhUAGLzwUAJdZxjdzFAAkILO2zuzmlWJeaVP+cbRLKhCItAPmdSBSeAleePstNxYRERGRduejeeVccs5MqqvSfPFZBc88toii4jCPP/QlVZVp7vzLx+w9qTvj9u5KPJ5m4qin+fLzChzw1Otr6db5n0AFiUSIeDxMJBrBDw/NFgdcksplo3HpBeDS5HW8n1DeQeuvHS39C15oCMnKG3DpL0ms/TPRwj9RvfJQsKr17dLJGZv/JpyDTAb8+q2ksPGpDpf+AvO6YF5+g8/PhWTlAyTKf4J5ncnr+G+80DY5v6YKBCKtnOf3Aa8jZoWYt24iwSLwirL7rAjzu2Ne/WauFREREZH2p3xVAs/Ljg5IJTOsWBYnmufjaj7Ej1enueH3c9lhx1Lmf7KWL+dXULE2O8P/my9/ziGHAg4ikSihwnPxQ9sTih0OgEt/ikt/UXOrACQr71xfIEgnZlK94pCaEQNpIENi5YUUXHoQBR1PoeKi+4HlgMO55Pq86fjLpBP/xY/ujx/ZNVscOO88WLEC7rijQUUC5zJUrziIdPx5sCixzi/j14xkCIpzSeKrTgDiuMzXxFefRazTUzm/rgoEIrkUa3j1sl4slJ03ILwLodgRubmGiIiIiLRKT01bwHmnziCWH+KOf49j+M4dt3jOTrt0Yt+DuvPoA1/Sq28Bp5wzkMLiEI8/9CUvPPM16bTj1ee+5scnvs71d4xZP/o/lm/4ed/BD79MOvECfnRPokWXYxZe37f5fcAKwCXBwvjR/dcfi6/+AS7zraUIPQcdSrA/3URefAjVP18OBpn4s2RSn+Ayq6hafgBQBWt/T6zTa/g/ux2mTIGf/AS8hq26lUm9TzrxIlANLk6yYgp+6S0N6iM33AZbt7mGTUYFApEcStw3psn6Mq8zfnQPvPBOeKEhmEWarG8RERERaTvOOe51KtamWLk8wfmnzeA//5u4xXM8z5gwsTtP/GsBy5ZW88mH5ey6Rxn/fGoCfaL3k0xkSCYdn3+yls5leTz0bB/+MXUqQ4Z9wYEHfEJex3fqXLHALEZ+l5mkqv6JFxpIKO/QDQ7mA8aGb4C9yBhsym3gFROaMoVIyiNxhQNzZDIJkhVTyY42qFkK8bwL4aans8WB666DBk5SaF7ZBs/y8PyBDTo/F8zCREv/Rrz8J5jXhWjJjc1yXRUIRFo6C+OHRxPKPxXP7xp0GhERERFp4UKh7BtkMwiH6/9p+sVnv0Uq6VibTHHJ2TN57t1JAPz08iFce8UczINLrxoOwODBj/DzX92WPdEVkU7OIBSdUGffnt+LSOEFm+zPK72D6hWTyaTeI/tuP4wfGZ0Nf911OBcn8qebMcsn/cdfUL1sJFAzL4HLI/LLNP6tW18cyGYrI9bxSRJrr8WL7ES48LwG95EL4fxjCOcf06zXVIFAJIdCf/gQgNQFW1GFtDDmdSVS+FO80Nav5SoiIiIibUMm4/jp6TN47MEv2XWPLtz60Dii0U1vab3t4XGcf9oMCgpDTLmz/iNaCwrDxKvjeB6UdvpmtOpPLh3C8WdsRyTiUVScvXXAD48mafk1yxNm8EJb96m7F9qW/LJ3iJdfQbLiOrzQICKFl2QPmmHX3wQWJTxlCl7kKVKXVq0fcBC9Ikr41tWNKg6s40fHE4uO3+rz24pWVyDo168fRUVF+L5PKBTirbfeCjqSSJ28F5dlH9SnQGAhwvmnYn5/PK8beJ20hquIiIiIrPfCM1/x6P1fUrE2xSvPLeGBuz7n+NO33aTd7hO68sanhzS4/78/MZ6Lz55JUUmY627fZaNjnTpHN3oein2HPO4mnXiDUOxoPL9ng6+3oWjx5USLL9/0QM1IAgB/yhQicUhcAZHLIXxbw4oDzmVIJ57DCONF9tBr7Vq0ugIBwHPPPUfnzp2DjiHSaGYx/OgEvNAO2XkFfP29FhEREZHa+b5tNFWd7zftG9wRozsx/c39t9jOZSpJJ57H22ClAiA7CmDtb7JLBYa2w6wj0dIb8Pye2Tfn8afAoviRCQ17c75BkSAyZQqRdXc2/PjH2HXX4TLLSay9EvCJFF2GebVPyhhf9X1S1fcDEM4/m2jJ1fXP0E40bHpHEWk6FiVc+FPCBWfhR/dUcUBERERENmuPfbpyzCn96dQlyn4H9+DIE/pt0uahez5nwrAn+cnJr1NVlWryDM4lqVy2C9Urv0fl0lGkqp8EIJP+muTaq4AkLrOITOJF0vFHqV5xNADVq06geuVRVK84lET5zxp+4Q2KBOt3XX89mFG14mCSFTeRrPgzVSsOJx1/iUTFjWTSX27UPlV9f3apRVdBqururfr+27pWVyAwM/bff39GjhzJ1KlTg44j0iDmFRPKO5RI0WXkld6BH2m6VQ5EREREpG0zM67800jeWzKZv963+yYTEH45v4ILzniTee+t5pH7vuDmP8xr8gwu9Qku/Tm4NUAlyco7a7JFyE4OsKE0LrMw+6j63+DW1rw5/8dWXNjBed+aPPC888A5Mql5QBJIkknOomrFRBKrL6ByyQhcZtX65n54LBADy8eL7NXwDO1Aq7vF4JVXXqFHjx4sWbKE/fbbj8GDBzN+vCaTkBaqYwTw8MIj8MM74kf3x7zioFOJiIiISBtUsSa5/lb8VNKxYnmiya9hfh8gBsSztwtE987u9zoQLb2bxJr/A4vgUnMBHz92HFXLD8O8Xrj0F4CHH923YRddVxyYMuWbOQfWPQfCv7qQ5NorAfBCw8kkX6o5MUImNRc/shsAeZ0eIVV5BxAmlH9So/4cnEtTvfJE0vFp+JG9yev4QJtYhrzVFQh69OgBQFlZGZMnT2bGjBkqEEiL5IWHwkOX4oVHEm0DvyxEREREpGUbNKSEycf25d7bP6VX33zOvnBwg/tIJ2aAi+NFxtU6T4B5+eR3mUmq6h94oYH4eZPXHwvnH0k4/0ggO09BJv0pVcvG1Kx0kE8odhx+dA9CsePqH6i24sCGtxtMmUKUnxC+Zg6YRyb1MdUrDgPzMMvHCw39JrvFCBec3eA/k9qkqx8jHX8EXAXpxLOkqu4l3MiiQ0vQqgoEFRUVZDIZioqKqKio4Omnn+YXv/hF0LFENmJ+T/zwKPy8Q/D8rkHHEREREZFWxjnHfx5fxPKlcQ75bm8KCsP1Os/M+OMtu3D1zaPw/YbfTR4v/xXJtb8HM0J53yOvw621tvNCfYgUXbzJ/mTVoyTX/ArzuxMtvQmXWcI3d7XHMb9Pw95E11UcgE2KBOYc1b9YQjp+H3h9iBReTDh2JOYV1f96DWHf/n9Sv/9HLV2rKhB8/fXXTJ6crVClUimOPfZYJk6cGHAqEcBCeKFBhPIOWz+ECYBLatZwveqqYHKJiIiISKtz/W/mcMPv5uGc4/YbPuLpmQc06PytKQ4ApCqnApXgyM4TUEeBoDbp+MvEV34HyEAKKr9+hWiHO/BCg8kk54BX2HTFgXXMcH/8JS6zHO9Pf8KvDJH+pYPMQlxmUU4nAfejkwjFTiZd/SB+dCKh2FE5u1ZzalUFgm222YbZs2cHHUMky0L44d3wo3vjhYdhFt20zWuvNX8uEREREWnVpv97IZUV2RUI5sxaSVVVilgs92/dvMgepKsfATJ44ZHr96eTc3CpufjRfTCvQ63nphOvApkN9qwgvvIYoh2n4Ye2wfzumOXVL0h9igNAJvUBlUvHwMVJotUdiNyyEhwkrgjVudRhUzEz8kpvAG7I6XWaW6sqEIi0GOYTLvgJoeheQScRERERkTbm0KP68PG8cgAGDyttluIAQF6HO0lV3opz1YTzTwcgFX+e6hUHAT5mJeSXzcO8gk3O9fMOhDW/AOIb7E3iUrPw8vZpWJBMBlas2GxxAMiuoODKAUf8lx7mj8SWf0Io78gmm2ugvVGBQKSBvPDOhPOPxwsNCDqKiIiIiLRB5/xse4bt3IHlS+NM/E7PZruuWWSTN9apqgdrJhkEB2RS79W6VLcfHkp+2TxSVU+QqPgluGyhIJT3nYYH8X244w7wvDqLAwBeaAewfHAVYBm8Pz2E5/Ui7Pt1npNJf0Um8RJeeCReaJuGZ2vjVCAQaQAv1J9I0WVtYgkTEREREWm5xu/bLegIAISi+5GqugNcGsjOu1UXL9SPSNHZhAuOJ518Gz80BPO7kKx6nMTqU8EKyOv4MH54xJYvvMGb/HTibdLxp/Gje24031codhzOVZBJvEo4/zS8cN/NdplJf0Xlkh2AFJAh1vk1/PCwLWdpR1QgENkSC+P5vQnFTsCPjGrYub165SaTiIiIiEgzCMUOI897lEzyHUJ5h2Ne6RbPMa94o1tx46uOAbcm+3jlqeSXvV3v62dSH1C1fI/siIQ1UWKdn8ePjM5ex4xIwQ+g4Af16yvxKpCqyRImHX9KBYJvUYFAxEJ4fj8stB2e1xW8TpjXAbOO2W1jlka5556myykiIiIiEoBQdG+I7l3v9smKu0hWTMGPjCVSci3fLHUIWN3D/2uTTsysOT8NZEgn31hfIGio7MSLDogAPn5k3Fb105apQCDtlhcaQCh2fM0KBG1j3VIRERERkSBlUh8QX30mUEUmNRcLDSSv44PEV50KVki09G+bPz+9GJdehBfeEbMQfnQvIAxWDDhC0a1f5t4L9SW/8wxS8afwI2PxI7tsdV8bZ143r8HOeKFtm6TPoKhAIG2ThTArACus2RZkt15264WGbnXlsUHOPTe7vf763F9LRERERKSZOJcksfZ3ZFLziBRegB/eKbs/syI7SsABJHGZJYSiPyLU9Yst9pmOv0jVikmA4YVHEuv0HJ7fg/yyeWSSr2cnFvQbN2mjF96eSHj7RvWxoUz66zY1r4EKBNK6mYd5ZfjhMfjRvbLrnVphy5lEcNasoBOIiIiIiDS5xJorSVZcA66KqurHKOi6EPMK8cJj8KMHkK7+F+b3JpR/FomKW8gk/0c4//v4kZ3r7rPiz+tXTMgk3sSlP83eBuyX4fmHNte31iCbzmswfbMFAudSJNdeTyb9OZHCH+OFBjZb1vpQgUBaFfOKspOj+H0xvwfmdcVMf41FRERERJpTJvUeuKrsE5fAZZZhXiFmHrGOD+JcHIiQrLyVRPm54CpJVd1NQdmnmN+l1j798CjS8SeyRQKLYF7LWMlhc7zwzjRkXoPEmstJrr0eqCJVdS8F3Ra3nA83UYFAWgML4Xk98aLjCUUnYl5x0IlERERERNq1SOEFVMWfApfBj+6D+RsvMWgWBSCT/N/6UQEAmfR8/DoKBOHCC8EKyKTmES44C/MKc/cNNJHsvAZvkopPx4/shh8Zs9n2mcRbQM2fh6vAZVZgfssphKhAIC2LhfBCg/HCO+L5/TG/F+Z1wxo426mIiIiIiOSOH9mNgq4LcJmlmL8dZlZru3D+90lV3Q2AFxqIF96xzj7NPCKFP8xJ3lzywoOJhAfXq2248HzSK18GDD+yJ+Z1zW24BlKBQAJjXkfM74vn98X8PnihPpjfb321sU0Y2LLuKRIRERERaSrmlWJe6RbbRUumYn4//MioJls9zGVWgsUwy2uS/ppLKO8A8ss+wmWW4IWG11lYCYoKBNKEDPPWrRhQuPHWK6yZPLAI83vh+f0wryjowLk3dWrQCUREREREApGouINE+Q8BDy88glinF5uk3/jqn5GsuB4sQqzjk/jRPZqk3+bi+T3A7xF0jFqpQCBbzfxu+JFxeKEh2dk3rajFVcBERERERCQYqcrbNliV4HVwq8G2POJgc1ymgmTFdWRXDkgSX3MZ+dGmKTyICgRSG/Mxq2UkgFew0X4/MrZeQ4ratTPOyG41kkBEREREmphz1SQrbgGShPNPb3EjdP3ofmRSs8AlMb8XWBNMNm5RsHxw5UAEz+/f+D5lPRUIWjmzWM1Efl1qflgiGJHsYyLZJTMsAtQcq+vxunMs0rbmAAjahx8GnUBERERE2qjqlSeQrn4McKSqp5Hf+fmgI20kUvQLvNBAXGYx4diJmHmN7tMsRKzTf0msuQzzehItua4Jkso6KhC0NhbCj0zIDu33+2B+56ATiYiINIqZ9QbuAroBGWCqc27Kt9rsBTwCfFaz62Hn3K+aM6eISEuTSbwCVGcfJ98KNkwtzIxw/jFN3q8fGUms0/Qm71dUIGgFDC+8A154RHb5v9AgzGJBhxIREWlKKeCnzrm3zawImGlmzzjn3v9Wu5eccwcHkE9EpEUK5Z9OsuKP2cex4wNOI/XhMpVUrzyGTHIGofwziRZfHnSkjahA0IKZ34tI0RV4flnQUURERHLGObcYWFzzeI2ZzQV6At8uEIiIyAaixVcQyjsQXBIvsnvQcaQekhU3kY4/BcRJVlxNKHYYfnhE0LHWU4EgB8xi4JViVop5HcArwsgDy8uu01nzld0XA4tmz1l3fH1bP+hvRRprRMv5YRcRaQ3MrB+wE/BGLYd3M7PZwCLgAufcnFrOPwM4A6BPnz65Cyoi0kL4kTFBR2gSzjnS8cdx6a8IxY7CvCaY0LAFciQBV/PMwCWDjLMJFQgazfDC2xOOnQJeB8wr1SR/8o3rrw86gYhIq2FmhcBDwLnOufJvHX4b6OucW2tmBwL/BgZ8uw/n3FRgKsCoUaPct4+LiEjLlFz7BxJrrwDnSFRcR36X9wJdQj0df4XE2t/ghQYTKf5tzQe5jRcpOId0/Ekyyf8Rzj8NLzyqSfptKu22QGBeF/y8iVtuRwSsEPMKwYowK6p5XIhZUc228bNxioiItGdmFiZbHPi7c+7hbx/fsGDgnHvCzG4ys87OuWXNmVNERHIjVf1vcBUAuNSH4FaDBbOkususoWrFAeAqSMefA8JES37fJH2bV0x+5xebpK9caLcFAi/Uj0jonKBjSFt3fM1kMffcE2wOEZEWzLIfEd0GzHXOXVtHm27A1845Z2a7AB6wvBljiohIDoVix5BIzQYMLzQQrCSwLM6tApeueVZNJv1JYFmaW7stEIg0iwULgk4gItIa7A6cALxrZrNq9l0K9AFwzt0MHAmcZWYpoAr4nnNOtxCIiLQRkcIf4oeHkcksJhQ9NNDbC8zrhR87gnTVA2B5RAovDSxLc1OBQERERALlnHsZ2OwrQefcDcANzZNIRESC4Ef3pCmmaXfONarAYGbEOtxDpviPmFfSZPMPtAa6eV5EREQ2YmbjzOyUmsddzKx/0JlERES2JJP6mIqv+1KxOEK8/PJG9+f5XdtVcQBUIBAREZENmNnlwEXAJTW7woAmUhERkRYvXv5zXPpLIEVy7e/JpL8KOlKro1sMRHJpt92CTiAi0lCTgZ3ILiuIc26RmRUFG0lERFoil1lBqvoRPH8b/OieQcfBvBKyb3GTgGn5+a3QbgsEla6SrzKqKEmOXXl6dpv+NNgczaiDdaCD1yHoGCKy9RI1KwU4ADMrCDqQiIi0PM4lqFw6EpdeAmZEi28iXHBioJmixb/DpReTSX9IpOg3mF6TNli7LRDMSc/hV5W/CjqGSKvk49PJ60SZldHF60IXrwt9vb4M9gerOCDS+t1vZn8FSs3sdOBU4JaAM4mISAvj0guyxQEqwUGq+uHACwTmlRLr9EigGVq7dlsgEGkOlxz/FgBX3TMq4CSNV2qlTIxMZN/wvpRZWaBLz4hIblj2B/s+YDBQDgwCfuGceybQYCIi0uKY3xvzu9aMIHCEYkcEHUmagAoEIjlUtDIRdIRGG+wP5sjIkYwKjcK3plh4RkRaqppbC/7tnBsJqCggIiJ1MguT32UmqeppNXMQ7BF0JGkCKhCIyEa6e90ZFRrFdv52bOdtRx+/T9CRRKR5vW5mo51zbwYdREREWjbzOhDOPynoGNKEVCAQEQqsgAH+AAb6Azk0fCglXknQkUQkOBOAH5jZfKACMLKDC4YHG0tERERyTQUCkXbunLxzOCB8gOYUEJF1JgUdQERERIKhAoFIDs3es3PQEerUw+vBgZEDmRiZGHQUEWlZXNABREREJBgqEIjk0H0/Gxh0hE2ECHFs9FiOjBypUQMiUpvHyRYJDMgD+gMfAEOCDCUiIiK5pwKBSDtR5pWxe2h3JkUm0d3rHnQcEWmhnHPDNnxuZjsDPwgojoiIiDQjFQhEcuiXR7yR3T40JrAMhnFa3mkcGj5UIwZEpMGcc2+b2eigc4iIiEjuqUAgkkOR6nRg1zaMYaFhTApPYlx4XGA5RKR1MbPzN3jqATsDSwOKIyIiIs1IBQKRViZqUWLEiFnN1waPS6yEfl4/+vv96ev1JWrRoOOKSOtTtMHjFNk5CR4KKIuIiIg0o1ZXIEin04waNYqePXvy2GOPBR1HJCd6eb34ft73KbKiTYoBnnlBxxORtu1959wDG+4ws+8CD9TRXkRERNqIVlcgmDJlCttvvz3l5eVBRxFpcoP8QRwVOYqRoZH45gcdR0Tap0vYtBhQ2z4RERFpY1pVgWDBggU8/vjjXHbZZVx77bVBxxHZojcP6LrR8yIroovXhVIrpcRKKLXS7JeX3Q73hxOyVvVjKSJthJlNAg4EeprZnzY4VEz2VgMRERFp41rVO5Fzzz2Xq6++mjVr1gQdRaRe/vXjbQEotmIOiBzA9yLfI2KRgFOJiNRqEfAWcCgwc4P9a4DzAkkkIiIizarVFAgee+wxysrKGDlyJM8//3zQcUQosRI6eh0ptEIKKMhuLbvd8HGRFbGdt51GBohIi+acmw3MNrN/OOeSQecRERGR5tdq3rG88sorTJs2jSeeeILq6mrKy8s5/vjjueeee4KOJm1ciBBdva708HrQw+vBAH8A2/vbU+aVbfnkvfbKblXUEpHWo5+ZXQXsAOSt2+mc2ya4SCIiItIcWk2B4KqrruKqq64C4Pnnn+cPf/iDigOSEz4+o0KjGBMaw9DQULpaV60cICLtyR3A5cB1wATgFMACTSQiIiLNotUUCESaQ2+vNxfFLqKv3zfoKCIiQYk55541M3POzQd+aWYvkS0aiIiISBvWKgsEe+21F3utG7ot0gS28bdhv/B+7B3em3zLDzqOiEiQqs3MAz4ysx8CC4F63FMlIiIirV2rLBCINBUPj9/k/4ahoaFBRxERaSnOBfKBHwO/JnubwUmBJhJ25j8uAAAgAElEQVQREZFmoQKBtCkFVkCRFVFsxRutJFDXKgNFVkQ3r1vuAh11VO76FhHJAefcmwDZOwzcKUHnERERkeajAoG0CjGL0cPrQU+vJz28HnS2zhRbMUVWRImVUGRFFFkRvvlBR93Y2WcHnUBEpEHMbDfgNqAQ6GNmOwI/cM7pF5qIiEgbpwKBtEjb+dsxzB/GYH8wg/xBdPI6BR1p61RWZrf5mtdARFqN64EDgGkAzrnZZjY+2EgiIiLSHFQgkBZlYmQih0cOp7vXPegoTePAA7Pb558PNIaISEM4574022hlw3RQWURERKT5qEAggfLwKPVK6Wgd2T20O0dGjww6kohIe/elmY0FnJlFyE5WODfgTCIiItIMVCCQnCm0QjpaRzp5ndZvO1n2q6PXkY7WkQ7WAc+8oKOKiMg3zgSmAD2BBcDTwDmBJhIREZFmoQKBbJZh5FkeMYuRR172MTHyLI8CK6DUSr/58kopsZL1zyMWCTq+iIjUk5n93jl3ETDBOXdc0HlERESk+alA0M718/txdORoCqyAPGoKARsUAaIWDTqiiIg0jwPN7P+AS4AHgg4jIiIizU8FgnbEw6Oj15Eu1oXuXnfGhcexs79zy1sasC05+eSgE4iI1Nd0YBlQYGblgAFu3dY5VxxkOBEREck9FQjasDzL4/DI4YzwR9DF60JH66j7/ZubCgQi0ko45y4ELjSzR5xzhwWdR0RERJqfCgRt1MjQSH6U9yM6eZ2CjtK+LVuW3XbuHGwOEZF6UnFARESk/VKBoA0IEaKL14W+Xl/6+H3o6/VlbGgsIdP/3sAdWbNs4/PPBxpDRERERERkS/QOshUwjMMih1Fq2VUCSrwSiq04+9hKiFks6IgiIiIiIiLSyqlA0Mx8fDp5nci3fGLEsluLESNGzGLr98es5jn5lHglDPIHBR1dREQkZ8xsIjAF8IFbnXO/+9Zxqzl+IFAJnOyce7vZg4qIiLRhKhA0g6H+UPYM78m2/rb09foSsUjQkURERDZiZu+SXbWgVs654Tm8tg/cCOwHLADeNLNpzrn3N2g2CRhQ8zUG+EvNVkRERJqICgQ5ELUona0zQ/2h7BzamV1Du2r1ABERaekOrtmeU7O9u2Z7HNlP7HNpF+Bj59ynAGb2T+AwYMMCwWHAXc45B7xuZqVm1t05tzjH2URERNoNFQi2kmHsH96ffn4/Sq2UDtaBDl4HOlgHzQkg3zjrrKATiIjUi3NuPoCZ7e6c232DQxeb2SvAr3J4+Z7Alxs8X8CmowNqa9MTUIFARESkibTbAkGMGL293vVu75tPV+tKb683vf3ebONtQz+/X+4CSttw9NFBJxARaagCMxvnnHsZwMzGAgU5vqbVsu/btzvUpw1mdgZwBkCfPn0an0xERKQdabcFgqGhodxUeFPQMaSt+7Lmw67e9S9GiYgE7DTgdjMrqXm+Cjg1x9dcAGz4i7IXsGgr2uCcmwpMBRg1alSdcyqIiIjIptptgUCkWZxwQnb7/POBxhARqS/n3ExgRzMrBsw5t7oZLvsmMMDM+gMLge8Bx36rzTTghzXzE4wBVmv+ARERkaalAoGIiIisZ2ZR4AigHxDKri4IzrmczUHgnEuZ2Q+Bp8guc3i7c26OmZ1Zc/xm4AmySxx+THbSxFNylUdERKS9UoFARERENvQIsBqYCcSb66LOuSfIFgE23HfzBo8d36ywICIiIjmgAoGIiIhsqJdzbmLQIURERKT5eUEHEBERkRblVTMbFnQIERERaX4aQSCSSz/9adAJREQaahxwspl9RvYWAyM7wn94sLFEREQk19ptgWDm8g/43Xt/DzqGtHXFNdsX3gw0hrQcwztsy8+HnxR0DJHNmRR0ABEREQlGuy0QZFyG6nQi6BjSxvX8cjkAC3t3CjiJBK0glMceZcM5qt/eQUcR2Szn3PygM4iIiEgw6iwQmNkawK17WrN1fDPUsLjWE0VkvXOuewqAS6/99nLe0p70zi/j6pFnUhjODzqKSJ1q5h24BegJPAlc5JxbWXNshnNulyDziUjbNGvFR2Rchp07DQo6ioiwmUkKnXNFzrnimq+iDZ4XqTggIlJ/Y7psr+KAtAZ/AX4JDAM+BF42s21rjoWDCiUibdfls25j9yfPYY/pP+Jnb/0l6DgiQj1XMTCzcWZ2Ss3jzmbWP7exRETahpD5HNBDH7xKq1DonJvunFvlnPsD8ENgupntyjcjCkVEmsxfPniEynQ1lelqpn40Leg4IkI95iAws8uBUcAg4A4gAtwD7J7baCIirV+fgjK6xTQHhbQKZmYlzrnVAM6558zsCOAhoGOw0USkLVlUuYzLZ91OzI8QsRBmxk4dBwYdS0So3ySFk4GdgLcBnHOLzKwop6lERNqAkPnsXqbl5KXV+D2wPfD6uh3OuXfMbB/g54GlEpE2Z+J/LuD91fPxgD4FXTl1u4P40fZHBB1LRKhfgSDhnHNm5gDMrCDHmUTajPuOGxt0BAnIqE6DOG/7oyiO6FemtA7OuX/Usf8L4PRmjiMibdhnaxeTdmnSQHUmwaXDTwg6kojUqM8cBPeb2V+BUjM7HfgP2VmORWQLZo/sx+yR/YKOIc1sRIftuGzYCSoOiIiI1OLSYSeQ50eIemEuH35K0HFEZANbHEHgnPuDme0HlAMDgV84557JeTKRNqD/x18D8Nl2XQNOIs3pu/0mEPLqM0BLRESk/blk2PGcsM3++ObRPb9z0HFEZAP1fQX7LhAjO4vxu7mLI9K2nH7TswBceu2xASeR5tKnoIwBRb2CjiEiItKi9SooCzqCiNRii7cYmNn3gRnA4cCRwOtmdmqug4mItDbbFvXgz7ucSywUDTqKyFYzs4Fm9qyZvVfzfLiZ/V/QuURERCT36jMHwYXATs65k51zJwEjgYtyG0tEpPWZ2GMMntXn16pIi3YLcAmQhOxKBsD3Ak0kIiIizaI+r2QXAGs2eL4G+DI3cUREWqcRHbZjYs8xQccQaQr5zrkZ39qXCiSJiDRYPJ3AORd0DBFppeqcg8DMzq95uBB4w8weITsHwWFkbzkQERHAgIN67RZ0DJGmsszMtiX7bz5mdiSwONhIIrIlzjlOeuW3/P3Tp+mR35mXJ95I38JuQcdqtDmrPmNp9SrGlQ3TBMAizWBzP2VFNdtPar7WeSR3cUTalrtOGx90BGkGx/bfj127DAk6hkhTOQeYCgw2s4XAZ8DxwUYSkS15b9WnPDT/BTI4Flcu5w9z/smfx5wbdKxGueuT6Zz5+h/xzWP3sqFM3/ePQUcSafPqLBA4565oziAibdG8IZrNvi3rGCni/4afyIDi3kFHEWkyzrlPgX3NrADwnHNrtnSOiORWIp2kPFlBp2gJZlZrm9JIIS478IewH6JrrGOt7ZxzzF09n+JwfotfSeCmD/5NVToOwLOL32ZNspKicH7AqUTati2O0zGzLsDPgCFA3rr9zrm9c5hLpE0YPGcBoEJBW7RNYXcuGPI9ehd0DTqKSJMysyhwBNAPCK17M+Kc+1WAsUTarQ9Wf8HYJ89mbaqSA3vuxkN7/brWCXF7F3Tlb7tfwu/f+wcjOw7kgiFH19rfGa9dwz8+e4YMjjt3v5Sj+rXcl/R7dh3Buys/IZFJ0Su/C4WhWNCRRNq8+tzI83fgPuBg4EzgJGBpLkOJtBUn3vYiAJdee2zASaSpHdp7nIoD0lY9AqwGZgLxgLOItHvXvn8fKxNrcDieXvQm76/6nKEdtqm17VH99t7sG/5UJsVtHz++fqTBVe/e06ILBL/d6XQGFPfiq6oVnD7g4DpHT4hI06lPgaCTc+42M/uJc+4F4AUzeyHXwUREWqpO0WJ26jgg6BgiudLLOTcx6BAiktW3oBt5foSqdByHo3NeyVb35ZtP74IuLKxYRtgLMaKJ/i1bm6zk9aXvM7ikT5PetuB7Pt8fcHCT9SciW1afAkGyZrvYzA4CFgEaLy0i7c5OHQdwyraT6F/UI+goIrn0qpkNc869G3QQEYELhx7DquRa3l7+IT8begzdYp22ui8z46UDbuTqOf+gc7SEi4Ye1+h8a5OVDJ12EisTa0i7DC9PvLHJCg8i0vzqUyC40sxKgJ8CfwaKgfNymkpEpIUpjRTyw0GHUxbrEHQUkZwws3fJLm0YAk4xs0/J3mJggHPODQ8yn0h7FfZCXD3yrCbrr09hV24Y03Qv5d9cPo8ViTWsSVYCcP/nz6lAINKKbbFA4Jx7rObhamBCbuOIiLQ8+3cfzVmDDtP6y9LWaRyviDTY4OI+OJed0yDfj7Jrlx0CTlQ/Ty2cwd8/e5p9u4/ixG11V5XIOnW+2jWzP0PNDCa1cM79OCeJRNqQW87eJ+gI0khjuwzl5O0mqTggbZ5zbj6Amd3tnDthw2NmdjdwQq0niki71j2/M69MuokH5z/P6E6DOaT37kFH2qI5qz7j8OcvozId5+EvXqRTtISDeu0WdCyRFmFzr3jfarYUIm3UZ9tplvvWrDicz4nbHqA1l6W9GbLhEzPzgZEBZRGRVmB4h20Z3mHboGPU28flC/DNByCZSTFv9XwVCERq1FkgcM7d2ZxBRNqiHWd+DsDskf0CzSENl+9H+b9hJ9Izv0vQUUSahZldAlwKxMysfN1uIAFMDSyYtFrLly9n1qxZjBgxgk6dtn5iPZGmtnf3kXSNdcBVOaJ+hKP66S5qkXU0ZlYkh47++6uACgSt0RUjTmVwSd+gY4g0G+fcVcBVZnaVc+6SoPNIy+ec45133qG0tJS+fTf+fblw4UKGDx9OKpUiFArxzjvv0LNnz4CSimysKJzPe4feyYflX9K/sDuFGikosp4XdAARkZYkz49w+fCTVRyQdkvFAamv448/nrFjx7L99tvzwAMPbHRs+vTpVFdXU15eTnV1NU899VRAKUVqF/UjDOuwrYoDIt+y2QKBmflmpiUNRaTd2L/7aEZ1Hhx0DBGRFq2qqop//vOfVFZWUlVVxdVXX73R8Z122mmzz6X9eHPZXHo/eARl9x3K9IVvBB1HRLZgswUC51waOKyZsoiIBGZ4h225dtQ5nD7wkKCjiIi0eHl5eXTv3h3f94nFYowaNWqj4zvvvDNPPvkkl112GU8++aQKBG3Ax+UL+LD8yy22W1CxhN+/93ce+Pw5nHOc8spVLKhcytL4Ko576VdNlmdh5VLGPXk2/R86iofnv9Bk/Yq0d/WZg+AVM7sBuA+oWLfTOfd2zlLVobq6mvHjxxOPx0mlUhx55JFcccUVzR1DRNqQsrxS9ijbkYk9d6FbTJNoSftmZh7wjnNuaNBZpGUzM1599VWuvfZaunXrxg477MCll17K5MmTGT16NADjx49n/PjxASeVhkhmUhz/0q95ZvGbHNJrHLePvQjf8/njnH/y81m3AXDhkO9xxYjTaj0/nk4w6vHTWZFYQ8QL8VXVCkKev/74upUDmsKPZ0zh9WXvk3YZjn3pV6zs+QSxULTJ+hdpr+pTIBhbs92w5OeAvZs+zuZFo1H++9//UlhYSDKZZNy4cUyaNIldd921uaOI1MuN5x0QdASpQ8dIESduO5EJ3XbCM03HIgLgnMuY2Wwz6+Oc+yLoPNKy9enTh+uvv55nn32WQw89lMrKSqZMmcK7777LNtts06xZ4i5OhAhm1qzXbWse+Pw5Hl/4GhWpah764gUO77MHh/XZg2vm3EtVOg7A9XMf3KRAsDqxlgWVS4lYiPJkJclMimQmxbNfzeTucf/H9168gqp0nL/t3rApTqrTcf764TTi6SRnDjyM4kjBBscSZJwDwOHIuEwjv3sRgXoUCJxzLWbdDzOjsLAQgGQySTKZ1D8E0qIt7K1PpFuig3vtxonbTNQnDSK16w7MMbMZbDxy8NDgIglAJpPhhhtu4K233uKss85it91axrrtb731FolEAgDf95kzZ06jCwQvJl/kwcSD7B3em+9EvlNnO+ccp1Wcxp3xO+lu3Xm55GX6+f0ade32bMPX1fF0glNf/T0nfj2LoaXbsHLJbJyD7b81ie+cVZ8x9smzSbs0g4v7MqCoF5+tXUTaZTh1uwOZteJj8kNR9uk+kt26NGxw0vEv/ZrHF75OxjkeXfAqL028Yf2x60f/iA/Kv2RJ1UquGXkWBeFY4755EQHqUSAws67Ab4EezrlJZrYDsJtz7racp6tFOp1m5MiRfPzxx5xzzjmMGTMmiBgi9TL61Y8BeHPsdgEnkXUGFPXiBwM1tYrIZujevRZq6tSpXHLJJVRWVvLwww/zySef0LVr16BjMXnyZH7zm9+s/yBnjz32aFR/89LzmFQ+iUoqua36Nh4peoR9I/vW2nZuei73xe8jQ4bFbjFXV13NTYU3bbb/8kw505LT6Of1Y1x4XKOytgY3zfsXf5r3ILt2HsJfd7uAqB+ps+13++7FYwteZdqXr1CdjrMiUc4tHz3G33a/mNGdB5PKpLl46HEbnXPbR49TnszWEj8o/4LH9v4d5clKXlryDg/Pf5H75v+X6nSCOas+Z0BRL360/RH1zv7a0vepTmeLT28v/2CjYwOKe/Px5Hvr3deGHl/wGpe8/Ve2LerJ7WMvpkO0aKv6EWmL6jOu9m/AU0CPmucfAufmKtCW+L7PrFmzWLBgATNmzOC9994LKorIFk1+cAaTH5wRdAypYcCx/Wt/kSkiWc65F4B5QFHN19yafRKw9957j8rKSiD7Se+CBQsCTpQ1cOBAPvroI/79738zd+5cSktLG9Xf3NRcfLL3qqdIMTs9u862JVaCIzvMPEKEMq9ss32nXIrRq0dz5tozOaD8AO6svrNRWVu691d9zgUzb+KD8i+5b/5/uemDf2+2fcgL8fc9fsGfdzmXiBcGsv92hizEVTv/gGtGnU2nvJKNzulb0JU8L1t0cDgGFPfmha9nccO8h7nr06eI17zBT2ZSLKleucXMK+NreGPp+1Sl4pwx8BDy/TwKQnmcuO3ErfgT2NSaZCVHvvBz3l31KY8vfI2fzfxLk/Qr0lbUp0DQ2Tl3P5ABcM6lgHROU9VDaWkpe+21F9OnTw86ioi0AiM6bMefdzlXSxiKbIGZHQXMAL4LHAW8YWZHBptKAH7wgx9QXFxMQUEBw4YNY8cddww0z8yZMxk9ejRDhgzhzDPPZOXKlRQXFze63wnhCZR6pRRRRL7lc3jk8Drb9vR7clfhXYz0R3Jc9Dgujl282b4XZxbzReYLKqigkkruS9zX6Lwt2ZpkJV7NbQOpTJpViTX1Ou+Y/vuwZ9cRxPwok3qO4ZBeY1mTrOS/i2eyuHLZ+navLnmXy2bdQoYMPWKdeXLva+iR35k3ls2lKh3H1ZRvDKNXfhfOHvSdmiwpbpj3MJfPuo2vqpav7++TNQvp//DR7PfM+QyZdiLn73A0L078M8/sdy03jTm/Sf5M4unE+vkKUpk0y+Orm6RfkbaiPpMUVphZJ7ITE2JmuwKB/CQtXbqUcDhMaWkpVVVV/Oc//+Giiy4KIoqItCLDO2zLr3f6ftAxRFqLy4DRzrklAGbWBfgP8GCgqYRhw4Yxf/58Fi5cyODBg/H9ppsRfmscfPDBfPXVVwC8//77PP3003Tv3r3RcyOUeqXMLZ3LO6l3GOQPoqPXcbPtj4weyf7h/Zmdnk2FqyDP8ups293rTg+vB19lvsIwJkcmNyprS7dL5+35bt8J3P3pUwwu6cOPBtdveH/Uj/DEvtesf746sZah006iPFlBxjneOPCv7FDaj2vfv5+KVDUAKxPl9CroAmRXOnhj6fskXQqAnvmdmXvY3eTVzP1z/ls3cutHj5HMpLj706f5ZPI/eWD+c/zf/25lTbKCDA7i8MLXszi411gaK55O8FH5AvoXdqdzXikXDz2O37x7N2V5Hfjtzmc0un+RtqQ+BYLzgWnAtmb2CtCF7KcKzW7x4sWcdNJJpNNpMpkMRx11FAcffHAQUUSklZjYYxe+P0C/J0QawFtXHKixnPqNONwqZnYNcAiQAD4BTnHOraql3efAGrKjGFPOuVG5ytSSlZaWNnoIf1NZu3btRs/NjA8++KBJJk8ssAJ2C9evn2WZZQxbNYxKKvHwmFUyi75+31rbhizEWyVv8VDiIfp5/eqc26CtMDPu2P0Sbh97cZ0TezvneOiLF3h35accv81+DCjuvUmbV5e+x+pEBWtSlXgYh/73Yib3Hc+Q0v48sfB1qtJxwl6ILnnZv5uH9h5HaaSQpfHsj/KCyqW8vORd9u2R/bF9Zcm761dFmL/2K95e/gGnvHIVlTX7ANKZNINqydJQa5KV7PzYaXxVtYI8P8LbB9/KFSNO4/IdT9EqRiK1qE+BYA6wJzCI7G1IH5DDFwqbM3z4cP73v/8FcWkRaYV27jiQcwbXPTRVRGo13cyeAtbN/nU08EQOr/cMcIlzLmVmvwcuAeoaHjjBObesjmPSDF5//XVuvfVWxowZw80338ypp55KMpkkLy+P0tLSQD64eTb5LBWugjWsIY88piWm8aPYj+ps38HrwPfzmn9UmXOOl5bMJupFGNNlh2a99uZW/brzk+mc88Z1VKfjTJn7IJ8fcR+lkY0n7duhpB+Z7N3GZHB8snYRN877FxcNOY6zBn2HxZXL+NnQYykM568/p2usw/oCAWTnKljnx4OP4Ow3rsUzj/17jObr6pX4NW/WfTx26bwDvx/5g1qLFfUxZ9VnnPX6H4l4YY7suxdfV61kbaqKRCbFA/Of5/wdjlZxQKQO9SkQvOac25lsoQAAM3sb2DlnqUTaiGsv1ifXzalDpIg+BWX0KejK4JI+jCsbHnQkkVbDzKLOubhz7kIzOxwYR/aDganOuX/l6rrOuac3ePo6oPkOWqhFixax7777UlFRwb333svNN9/MRx99xL333ktxcTEnn3wysVjzLzU31B9KumZ6LA+PEaERzZ6hPk5/7Wr++fl/cc5x4ZDv8csRpwYdCYCXlrxDZTp7m0DapflszWJ26rRxgaBvYTdePODPTP3wUf72yZPEM0mq0nGun3s/8XSCsB/iom+tbvDkPtew7zPn8XXVSq7Y8VQGlHzzZv+k7SYxpssOrIiXs2uXISQySQaV9OG9lZ/RMVrMwxN+TbfY1i8VffB/L+bztYsxjMVVy0m77N+PkPkMLu6z1f2KtAd1FgjMrBvQE4iZ2U5kXyQAFAP5dZ0nIt9YVtb4yZpk8/bqOoJRnQYzouN2lEQKg44j0pq9BuxsZnc7504AHg4gw6lAXbPGOeBpM3PAX51zU2trZGZnAGcA9OnT/t4IvPPOOzz66KPstttu7L333k3a92effYbnZT91rays5K233uL888+nvLycUChEcXExxx133BZ6abzZqdnMTs9m//D+dPO6MSQ0hCeLn2RaYhr7hPdhj3DjllnMlX989p/1w+pv+/jxFlEgeH3pHJ5c+DqGEfOj9C4oY4fSfrW23bnTIP6y60CWVK/k0QWvknJpViWzt5lUZRLc+MHDTN3tZ+vb9yooY953/l7ntQeXfHMbSJ4f5Y0D/8riquWU5XUg7NXnM8y6rZuM0eGoTFXz4F6/5u+fPsP+PUZzYK/G3wIj0pZt7qfvAOBkoBfwR74pEKwBLs1tLJG2YdxzcwF4ecL2ASdpW0LmM7S0P/v1GMX4ri3zkyKRVihiZicBY2tGEGzEObfVBQMz+w/QrZZDlznnHqlpcxmQAup6R7G7c26RmZUBz5jZPOfci7XknApMBRg1apTb2syt0fz58xk7dizV1dVEo1EeffTRJi0SjBo1ir59+/LZZ5/h+z7jx4/n9ttvJ5FIkEgkePrpp3NeIHgh+QIHlh+YfUNrMT4s/ZAOXgfGh8czPjw+p9durFGdBjFj2Tw8sxYzwu3oF3/J4ppVBErC+cw86FaifqTO9mbGQ3tdyXlv/pkp876ZtzTqhRlS2r9e13xw/vOc9urviPlRHplw1frbLTzz6JnfpRHfzTdu3OU8Tnn1d/jmceOY85jUc1cm9dy1SfoWaevqLBA45+4E7jSzI5xzDzVjJpE248BHs3NmqEDQdAz48fZHMKGb7nISaWJnAscBpWQnDdyQoxEjCpxzm50JrqYwcTCwj3Ou1jf1zrlFNdslZvYvYBdgkwJBW+acY+7cuRQVFdG796b3Zr/77rv4vk86nSYej/PGG280aYHgoosu4oMPPsD3fR544AEmTJhA165dMTPS6TTHHHNMo6/xYfpDAAb6A2s9/kTiCSqpBMB3PrPTs9nL26vR162PtEuz0q2kk3Xa7D39dXlin6u55aPHiHrhFjN5brpmuT+AiB8mVrPKwOaYGQf03IVbPnqUeCaJYVw09Nh6r5BwyitXsTZVRXmykjNeu5rZh/5ti+c457ju/fuZvmgGp253IN/rv89m2x+7zX4c3S/7d9/3gl3tQ6S1qc/sHL3MrNiybjWzt81s/5wnExH5ls7REq4b/SMVB0RywDn3snPuLOBnzrlTvvWVs7HQZjaR7KSEhzrnKutoU2BmReseA/sD7+UqU0t1xhlnMHr0aAYNGsS99967yfGxY8cSi8UoLi4mLy+PQw75dp2nbosWLeLGG2/k+eefr/V4eXk5N910E8lkkurqaq655hry8vJ4++23ufPOO3njjTeYOHHiFq8ze/ZsTjrpJH7729+SSqU2Ovbryl8zYtUIRqwawVWVV9V6/gGRA8gnnxgxfPMZ5g+r9/fYGIsyi+i3sh89VvZg7/K9Sbpkg/soDOdz3g5HcfbgyUT8cIPPv/Ctm8i7Zx+GTzuZr6tWNPj82vx93M/pEetEz/zO3DPu5/U+b1LPXZm29+/47U5nMOewu7hixGn1nvQvUnP7gGHrlz3ckrs+fYoLZ97EM4vf5ISXfs2s5R9t8Rzf8/E9n+XVq3l7+Qck0g3/fybSHtXnJ/lU51w52X+My4BTgN/lNJWIyLd0iZby/XlFqi0AACAASURBVAEHs21Rz6CjiLRpzrnbmvmSNwBFZG8bmGVmNwOYWQ8zW7d6QlfgZTObDcwAHnfOTW/mnIFKp9PcfvvtVFZWUlVVxe9+t+lLsY4dOzJ37lzuvfde5s6dy9ChQ+vV95o1axgxYgQXXHABBx10EA8/vOlgkVgstn4Cwmg0Sv/+2eHkvu8zffp0zjvvPF555ZXNXqeiooLx48dz1113ceWVV3LllVdudPy66uuoqvnvj1V/pML9P3v3HR5F1T1w/HtntmXTAylASOig0gnSBQRFUERRRAERpAkvVUV+NqwoqC+CiGIBC0V5UVAREEVpIl2Q3otUISQkJFuy5f7+2LAQ0kkgCPfzPDzZ3Zm5c3YNsnPm3nPSs41xu/F2loYsZULgBLaEbqGUdvmF7ApjqmMqJ+VJXLjY4N7A7+7fr8p5z9uVcpjJu+fh9LrYmXKYsVtzX9tfGC1j6nKsyzyOPjiX5tG+ZQ9Ljm8g+n+diP2mM6tP556Ha1OmAc/U7Ea1QnYa+K71G1QPiaN+RDWmN3+hQMd8dXAJXnyTi9x4WXHqrwIdtzV5PxXndaXl4qE0XNgfpyejULEqyo2oIAmC83OoOgCfSSn/uug1RVGUK6p+RDWmNhnFtGb/R7Ooq3OnSFGUq0dKWUVKWV5KWTfzzxOZrx+XUnbIfHxASlkn888tUsoxJRv11afrOuXLl0fXdSwWC/Xq1ctxv/DwcDp06JDjEoRLORwO2rdvT1RUFMnJyTgcDmw2GwsX+vIyq1atIiIiAqvVypw5c/j1119p3749vXr1YsKECQCMHDmSL774giVLltCuXTvsdnuu50tMTCQjw3eBZrfb2bJlS5btNfWaGDFiwEAyyQQnBdPkbBO8F02DB7jVeCv9Lf2J1WPzfY852ezeTHxyPBFJEcxxzinQMbFaLCZ8a/O9eIkROZXUuHLMmhEyL5B1oRFotBRpPCklLq87x23dVr7KKUcyx2yJPLL8lZwH8Hgg59VAuZpz8Dc6/vw0m5L2srPTdDbc80mBkwv1I6r6HwsETSMLlvz6fP8izrlspLntHDx3nI1ndhcq5suR7rLzwLIXqDS3K1N2f3fFz6coxa0gCYKNQoif8SUIFmdO8fPmc4yiKEqRtYquyzO3PEJUQHhJh6IoilLiVqxYwRNPPMGoUaP48MMPizzerFmzWLFiBQ6HA4/Hg8ViwWq10qVLFwAGDBhAcnIydrudfv36kZCQwMKFC5kyZQrBwb42eIcPH8bp9FXmd7lcpKWl5Xq+uLg4br/9dqxWK4GBgTz11FNZtn8f/D1PWp4kWkTjxYtEssazhkn2SUV+rxfrn9afv71/kyyT6ZnWk1zKXmTxmPkxRgaMpKWhJdMCp3GT4erWFqoYXJbxCYOJD4zh9pj6lLdG8duJjZc11oFzx4n4+m5MM26n5U9Dsr3/850WAI7YTuG46DngSw707g0jRhQ4SfDXmb2cGtiLLq9M54WNHzHv78KVD3m+Vk/uLteYKEsYr9XtQ0LpGgU6rm54Vay6L5niRVIxqEyhzns53t7+FQuOruZg2gme3DCZ/eeOXfFzKkpxKkgPkT5AXeCAlNImhCiFb5mBoij5GPvSfSUdwr+WLjQeiG9JoPHq99RWlBuZ8FVf6w5UklK+KoSIA2KklOtKOLQbXlxcHO+//36Rx0lNTWX48OGsX78er9d3z8dqtTJ06FAeeugh6tb1dYcJDg5GCIGUEqs15w7Xr7zyCitXrsThcNC3b18iI3OvQi+EYP78+ezZs4eoqCgiIiKybA/XwhkbOJYtni0cc124qPrQ8SHDrMOK+rb9jMKIQCCRGClYLQBNaLxsfbnYYrgcT1S/j35VO1Lzh8d4auNkAN5pMIgnqhfuu8bwde/52xOuOPUXn+1byONV7/ZvrxVWidWJ2wEwaDpnnKmUs0ayNXm/fzsRETBxou+Ad9+FvIo2SknwM8/zn8VHmHBnWZzSzcG0E4WKOdAYwI9t3irUMQA9Kt1JhtfNusQdPF7lbspYSxd6jMJKdzv8xR8F4FDLGpR/mYLMIGgOBAG1hRC3Abfgq3CsKEo+UkOtpIbm/KVKyVu7srdS4Spk+hVFyeYDoAlwviT9OWByyYVzfcrIyGD//v3ZCvVdDUOGDGHmzJls27YNt9tNmTJl6N+/P2PGjPEnB6SU9OjRg9jYWKpXr878+fNzHCshIYHExET++ecfJk/O+9fE5XKxd+9e4uPjsyUHLjY9aDraRV9R90vfhemSjCVUS65Gk5QmHPYcLtB7PeU9RZI3a0G/z4M+p45eh4paReYGz72sjgRXwjmXjfE7ZvPBrnm5rpVPdKZwIO0E6W4H6W4H3xxe7t8mpcy2HCMnlxYTPOVIzvL89Xp9seoWAg0W2sQ0oGxAaV7aPJXGC5+g0cInePmvz0gd9zorHm4FEyeSOnhA7jMJpGR/365UmjaHiXeWY1SPapS2hNO90h35xnnepJ3fEv51B+rO780x2+kCHwe+pFSfqnfzUZOR/naKV9rTtzxMjdA4TJqRftU6cnNohatyXkUpLgWZQTDyoscWfG2FNgLF1zdHUa5TbX7aCsCvd6m18/mJNIdRNSSWSkFlqB4aR92L1hsqinJVNZJS1hdCbAKQUiYLIXJvjK4U2qlTp6hfvz7JycnExsayYcMG/5T9q+HQoUP+WgAAe/bsISgoKMs+n332GaNGjcJutxMSEsLNN+d+cWUymTCZ8v4VSUtLo0GDBhw7doygoCA2bdpEmTI5J4FLaaXoZ+7HdOd0JJIEQwJe6aXTuU7YsLHfu5++6X35Ofhn5mTM4bQ8TQ9TD0K10CzjvGV/i9G20QBMDZxKd0t3AKrqVdkUtinPeEvCXUueZuOZ3WhCY9XprcxsMTrbPpGWMCoFleGI7RRSwoPxLQFYc3o77ZeMJN3jYGLDoQzMY1bBR42fZtn3m0h12ShlDsnWcvH2Mg040Plr/nEkUzOsIkII3t81D1vmUoP3d8/lr+T9LOwgeCupHMM++ASM1uwzCaTENmQglafNYcKdZRnRrSIVrFHsuX8mRq0glyCQ6DjLyI0f4PS6OOey8X8bpzC9RcG7LZSE6IAItt77RUmHoSiXLd+/nVLKLD1yhBDlgcLP8VGUG1Cbn1WCoCDujW1G36r3XDN3cRTlBucSQuhkVkQTQkSiag8Vq2+++YYzZ87gcDg4fvw4ixYt4qGHHrpq53/jjTe46667cDqdDB8+PFtyAGD58uWkp/u6CLjdbg4fPkytWpf/b9nPP//MiRMnSE9Px+12M3v2bIYPH57r/pMDJ9Pc2Jw0mUZPc08kEje+2RZevNikjdH20bxrfxcPHqY4prAldEuWf0desb2CE99F7fP25/0JgmvVxjO7cXp9rfh+P7U1x300obG2w0fMO7KC8tYowkxB3PPrKNYl7vQvGxi2/j26V2jLujO7qBoSS3xQ1oKK0dYIErvO55gtkbLW0kgpmbZ3AR7p5dHKd2LRzUQHRBAdcGGWR52IKqzKjKlueBV2pBwiQ7oZ3s3XzWLYpcsNpIQRI7BO/igzOVAJhMCo6QVODoCvIOHFj3VNL/CxiqJcnoI1LM3qKFCw0qGKoih50BA0i6zJY5XvUskBRbl2vAfMA6KEEGOA34E3Sjak60vlypXRdd+Fjtfr9bcMvBK2bdtGx44d6dWrF0lJvqn2zZo1IzExkVOnTvHWWznf8+nduzdWq5Xg4GDKly9P9erVcz2H1+ulT58+hIeH07lz5yyzE86rXLkyHo8HAIPBQLVq1XIdb717Pa/ZXyNWi+UJyxNYhRVd6HwS+AlBBFFOlOODwA9YlLGIdNJx4GCHZ4c/GXBeea08GhpGjFTRquT7WYFvmv54+3hap7TmE8cnBTqmuHSreAdBhgCsuoV+l9zVT8lI48VNnzJ601Qkkscqt6dFdB1u/3k4C46tJtGZ4r+UDtBN1FvQl87LX+CWH3qy9vSObOcyaAbig2IwagZ6rhrDkHUTGb7+PR5cln3WAsB3rcbwXM0ePF+rB3NbjaFPlcyaBUIwoltFJtxZFiZOxDl0sD85wMSJ/NmjPf/XoxoIgUAwPuE/hfpMSllCeb/RcGIsEdxaugbj6j9RqOMVRSm8fFN4QohJnO+r4kso1AUK1nxUURTlEjVC4rizbEMqBpUhLjAak16wAlGKolwdUsqZQoiNQBt8Nbbuk1LuLOGwrivt2rVj4sSJ/PjjjzzyyCM0bNjQP6OgXLlyxXYeKSVt2rTh9OnTGAwGUlNTmTt3LgBms5kdO3Zgs9lo2rRptiRtq1at2LJlCwcOHKB58+Z5LiF45513mDlzJk6nk8WLFzNr1ix69eqVZZ86derw1VdfMWPGDO666y46dOiQ41i7PbtpldIKO3betr/NLyG/0NTYFICelp70tPT079vT3JOdtp1oaDQwNMAisrb++znkZ56zPUeACOBN65sF+swWuBYw2jaadNJZ517HLfot/vMXN5u0YcHirwkwtekoeldpj0U30bB01i4J9y19nj9O++7g/356C7/dORGHJ4N0twMAiSTcFEzFoDIMqNaRpzd8yDm3DYCvDi7Jc/39byf+xObxjbPyVM5f8UNMgbxU90KN8jrhVQjULaR7HEghGNGtErrQGPL+B/D+B76dhg2j5jtv0WPdu6w5vZ2hNz3IPeWbFfpz6lu1I32r+iY0H7clsjlpL7XDK2erpZDkTKX3qjc5kHaCsfUHcHdsk0KfS1GUgtUg2HDRYzfwlZRy1RWKR1GU60wpcwhVgstRMagMFYPK+L5UqM4EinLNEkI0BrZLKSdnPg8WQjSSUq4t4dCuK3369KFPnz4AfPvtt/To0QMpJU899RRjxowplnN4vV7OnDnj63nvcnHw4EH/tnHjxvHqq68ihKBhw4a88cYbNGmS9YKqcuXKVK5cOc9zzJw5k9GjR/tbHQK5zgi79957uffee/Mcb7N7Mzo6EokHDxvcG3K9QB8aMJQEQwKn5WnaG9tn2x6nxzEjeEae57vUUe9RvJkrajQ0jnmLv0WdlJLH0h5jVsYsIkUkq0JXUUmvhBCCFtF1cjxmS/J+Mrxu/2MAo6ZTzlqaw+n/YBA681qNoWVMXRIdZ3l644cIBAG6mWZReS8NeaRiG6btWwjAg/GtCvQeWsXU5ZbwiqxP3Hl+LRJDH6nAkMVH/fvMG3E/B3fPo22ZBF6p+zjlrLl3uCiIn4+v4/6lzyOE4LaoOixo81aW37WnN3zAomNrcUk3Dy5/kdMP/UCQURWKVpTCKkgNAlVlQ1GUfJk1I5GWMKIs4URaQom1RlE/ohpxQdElHZqiKIXzIVD/oufpObymFKPRo0fjcPju4I4bN47XX3+9WJZd6brO6NGjGTNmDLquM27cOP+2KVOmYLP57jAvW7aMtm3b8sEHH/DYY48V6hxz587Nkhxo1aoVwcHBvPbaa3Tt2jXPpQQ5aW1sjUVYENL3/juYcp5pcF5B7u7bpA2JJFAE5rtvV1NXxtvHc9h7mKp6Ve423Z3vMYW1y7OLbzO+xYOHU/IUb9nfYkrQlDyPGXbTg4zdNjPzcRcAvty/mFOOs4Dv32Cn17e0o7QljLXtp/D1od+oF1GV++Ja5Dn2hIZD6RjbDI/0ckfZBKSUvLj5UxYcXU2PSndSJ7wKMw78zO+nt1IvvArTmj1LsNHK6vYfUnf+42w9ewCk5N1ZB7KMe2zAozz1SDwIX6Ji+71fUDG47GV9ZgDjd8z2F0pcdHwtDy57EafXRagpkAkNh5KccQ639C1j8UovTo+LIDVJUVEKLdcEgRBiKxeWFmTZBEgpZe0rFpWiXCdeeaNLSYdQZJHmMMpYSxFitBJiDCTUGEiIKTDL81LmUEJM+X/xUhTlX0FIeaFnmZTSK4QoeFUxpdCqV6/Ovn37cLvdlCtXrlhrsowePZohQ4Zw+vRpxo4dy/fff89rr71G06ZNOXnypD8xYbPZmDVrVqETBA888AA//fQTAJGRkXTv3p1HH30Uh8PBO++8w8GDB/NsaXipKC2KXWG7WO9eTx1DHWK0mPwPysNs52weS3sMiWRy4GT6WvrmuX+4Fs7soNkMSB9AiAjhtPc08Xp8nseky3S2u7dTXa+epZOCS7p40/4mOzw7eDrgaRIMCQCEaWHIzK/YJkyU0fJv6Tu6Ti8ejG+FAG4KqwCALrQLJfwEGMSFAn43hVXglbqP5zsu+GZ8tC2b4H/+7eFlTNg5h3S3g52bDiMlZEhf8cSj6ad4bcsXvNVgIJrQmHjrUO5ZMoo3p+9i6M/HmdnxJno+UJr3v/6bwT8dxi09jOhWCbvHydeHfuXZWo8WKKacJJSqwa/HN+LOnOEx98gKwPe+zzhTmdBwCOsSd3DKcZYXavWklCU0r+EURclFXv/g35PHNkVRCsBp+Xemrs+3HKwVXom7yt6KoRAVhxVF+dc7IIQYim/WAMAg4EAe+ytF9Nlnn/HCCy+QnJzMq6++Wuzjh4eH07RpU/bv2QOaxr59+/jhhx9o2LAhr776Kna7HV3X6dSpU/aDpQSvF/Scq8d369aNuLg49u/fz7333ssLL7zgn5kgpWTfvn3ceuuthYo3Qougnaldod9nTp5Kf8pfvHCkbWS+CQKAe87dw3F5HA2NR9Ie4Y/QP3LdN8mbRK2ztUiTaRiFkc2hm4nVYwF40/4mY+1jsWNnYcZCjkUcI1gEU0Yrw1fBX/Gm7U3qGeoxKmBUgd7LzZmJgfMerdSOJSc2svTkn3Sr2JbWMcUzyeeMMxVvZo7QLb14Mu/KA7i8HlIy0v3PW0fXI3X9Teg/L2F993Y83s6JV3oY3q0iGV43w3/2LdEY0a0SDo+L5osGEWoK4uMmI7G5HRyzJdIsqhb/O7SU8Ttm06j0TUxoODTH+kQv1+nNusSd/HbiTzwXNVZxSw+H0/+hRmg8x7rMQ0qpCh8rShHk9a3fCERfWm9ACNECOH5Fo1KU60SH7/8EYGGna39mbqDBQtPImnSveIfKuivKje0JfJ0MXsA3k/BXoH+JRnSdCw0NZdKkSVf0HEcOHeJTr5ckr5cJu3ZhNpsZPnw4PXv2ZM6cOcTHx3PXXXdlPSizGr3t6FHGVq9OdNmy9OrVC6vVmuUCrHnz5jRv3hzwJQw+//xzdF0nOjq6SK0Ri0M5rRwnPSeRSGJEwWYjpMpUwNdO8bTnNCPTR/Kl80taGFowM3gmZmH27/uz62dSZSpppGGRFr7L+I7BAYMB2O7Zjh07AG7cnPaeJlgPBqCTqROdTDkkZArBpBv56raX/M9P2s/Q5ucR7Dt3lP9U78z4hoOz7L/k+AYeWzWGIEMA37Z6nZrhlXIc95GKbflw93f8lbyfGiFxHDh3DLf04JIeKgbF8ELtzFkAmb8f+nuTYNgw1g+4Df3PD8HjwaAZSB33Gu+Llxi++AgRpmCeMs0l0ZWKjkb7JSPZd+4YutCoHlKe7WcP4fBmsDPlEFWCY3nylq7Z4jJoBr5r/Qa9Vr3BpsxChfOP/oEuNN5uMNC/n0oOKErR5JUgmAA8l8Pr9sxtHa9IRIpyHWm+fBdw7SYIKgTGcE9sU24OiyfWGqX+UVUUBSnlKeDhko5DKV7/99xzpLzyCsM9Hu6sUcN3cScEERERDBgwIPsBF7Wq+zo4mDFz5yI0jSFDhhAdHc3vv/+eYwHDZs2asW3bNvbs2UPz5s0JCCjZorRzgudwR+odnPCe4F5T3gUSz5sUOIkB6QMwYGCQZRAv2l8knXQWuhYyzTmNgZYLF6M36zdnKWpYy3AhIfKU5SkWZizEg4c2xjZU1IqvneWne+fzxtYZ1AqrxIwWLxJstPLWtlnsST2CW3qYsud7+lW9x78cweP10P7Xkf41+l1WjGZnp5wLOAYbrWzqOI0MjwuTbmTjmd3sTT1K+3KNCDUF+Xa66PeDYcPg3XfpJz38mbyXlae2MKjafQy7uQtpPzxE0rAh9JzyGSmudIY+UgGP8HIw7QT2zHoCW88eQM9cHpHhdfOPI9kfi5SSA2nHCTIEEB0QgdVg4X8tL8yySclIwyD0Yit+vOPsIVJcaTQqfXO2LgmKcqPIK0FQQUq55dIXpZQbhBAVrlhEiqJcMXXDq1AtpDzxQdHEB8YQFxitkgKKomQhhLAAfYBbAH/fOCllwRY0K3lyOp2kpKQQGRl5Vf//+8KLL3L88cexvfoqN3/8se/i7t13IacYLrr4cw0aRP8pU3xTzj2+i8t//vmH9u3bExgYyDPPPMMjjzyS5fCKFStSsWLxXQwXxVr3Wo55j5FOOpMdk+lg6kBLY8s8j+ll6cWj5kcRCFa4VyDsvs9IIrNMtweobajNDyE/8K3zW+4y3ZVl7FuNt3I0/CiJMpFKWqVi++99JP0fhqzztTk8ZktkzJbpjG0wgEBDALrQMpMAkgDDhZkOW88e8CcHAE7bz+Z7nvPT/BuUqk6DUtUvbMghOYAQGIWBT5tmXS4RZAqED6aCOYQhEyfikV5GdKtEjZA4dqQcxunNIMwUzG3RdZh7eDmx1kiG3fSg//hBa8fzxf6fAMmsFi9lK7joT1gUg4/3/MDw9ZPQhMa9sU2ZddHsDEW5keSVILDksU31KFOUfwGzZqSctTSx1ijKB0bROe62HNf1KYqiXGQ6sAtoB7wKdAd2lmhE14kdO3bQvHlz0tPT6dixI3PmzLmqSYKy5crBlCkQEOC7uIPsSYJLLv4M48dTdv58jhw54t9F13UOHDiAx+OhT58+NGvWjLi4uCsa+27Pbj5yfEQNrQZ9LX0LfHc3SSb57/ADbHJvopGhERaR19dc/He0Wxpa0t3cnVnOWTQxNuFxS/Y8WRtjG9oY2+Q4TqgWSijFu2zP6XEhMssTeqWXdLdvGcOomt3YnnKQv5L2M6pmNyoEXSh+GBMQkdnpwIUAelfJuztEnrxeSEqCYcNwvDOWVMdZogLCc99fCI6PeZ5vdn1LxLkMNAmbkvbybK0eGDSd3pU7EBcUjdOTgUkz+v9OZHhcfLznB7yZBR2f2/QxrWPqFWtS4GKTdn3rn9Xw9aHfmN78BXQt59obinI9yytBsF4I0U9K+cnFLwoh+gAbr2xYiqKArzJvmCmIMFMQocZAAgxmrLol86f5oucm/+sBuhlr5s8QY6CaIaAoSmFVkVJ2EUJ0klJ+IYSYBSwu6aCuB++88w5nz55FSsmiRYvYs2cP1atXz//A4iSELykA2ZMEOdwZ3r9/P6dOncoyRHBwMCkpKZnDCVJTU4sU0l7PXja6N3Kb8TbKatnb4KXLdBqnNCZFphBAAKmk8rRpBGhazjMgLtLN3I2PHR+zybOJDOlk9LnnmeCYwObQzYRpYfnGJoRgStCUfNsQXk1VQmIZUqMzE3d+Q6XgsjxXqwcAQUYrc1uNyfGYmIBSLG77XybunEP9UtV4tmaPQp/377R/WHJiAw1L16DWZ5+xKXkfrebcj8OTwUPxrfiy+Qu5fudIcaXzdPcqeDxuvJrAIATNompxV7lG/n3MuinLMUbNQHRABCftZwDBntQjxH37ICvvmkzt8OzLW4qqaWRN9p87jtvrplJmO8blJzdTyhySa70GRbke5ZUgGA7ME0J050JCIAEwAfdf6cAU5UYRaLBQLaQ81UPKEx8Y408IhJmCCDJaSzo8RVFuPK7Mn2eFEDWBk0CFkgvn+lGxYkUsFgt2u++Ob6lSpUomkNySBDlMGw8NDc120RcTE0NISAh///03Xbt25ZZbbsn3lAcPHmTNmjXZZhtscW+haUpTBAKDMLAzbGe21oYnvCfIkBlIJDZsrHesgQG9ISIi92USmYJFMBvDNjLJ9h7iyScJSbYxZFIii12L6WrOXgjv32Jcg4GMu6gwX0G0jKlLy5i6+e7nlV5+Pr4es26kVXQ9hBCctJ+h9vxeuLy+5QtL203k7e1fk+rydTT45u/ljEnvT1xQdI5j1giNp2uF25lx8BcAWkTVpm2ZBnnGIYTg97smM2L9JBYdW4tLukl12fhozw9MbjSiUO+9IN5vNIJbwiqS5EzlPzU6c+/SZ1nxz194pZfJjUbQqyizLhTlXyTXBIGU8h+gqRCiNVAz8+UFUsrfrkpkinIdeG58txxfDzMF0TyqFi2i6nBTaLy6y68oyrXkYyFEOPAi8AMQlPlYKaJRo0aRmprKli1bGDVqFKVLly65YC5NEpxPFFyUHACIjIxk7ty5PProo6SkpGA0Ghk5ciS9evXC7XZjNOa9bO3MmTP06dOHH3/8EbPZjK7rbNmyhQoVKgC+LgAZZODCRbAM5g/XH3Q2d84yRiWtEnUMddjq3ooXL08EDoKIH3JfJnEpKbnv/5ZT/iMPEwaAW/NSTa9W6I/sWvKPPYklJzZQJ7xKsd/d7rHyNeYf/QOv9BIXGI3T66JtmQRfgsbjQBcav574k8pBZbHoJhyeDHShEZbH1H8hBNNbvOirUSDhibX/Jf7bLjxcoQ3vJPwn1+9BlYLL8nGTkVSe9zAutxurbqFmWEUOnjvObyf/pElkzWztHy+XUTMwNLP+gc3tYPHxdXikb3nK5N3zVIJAuWHk29xcSrkUWHoVYlGU614pcwhDajxAvYiqqjquoijXJCnlp5kPlwNqXm0xMplMvP322yUdxgXnkwTnL7Qhx4vt9u3bc+rUKdavX09YWJh/WUR+yQGA3r17s2DBArxeLzabjcDAQFasWOFPELQwtMCIEQ0NiSTBkJBtDE1oLA9Zzp/uPymnlSNWj4V3W/s25pckyFw2UX7SXHb/5y7+fKM0sy1dqWeol//nc41Kdp6j1g+9sHucvrv9d4ynWVTxtZOcd2QlDk8GALtS/wZg+oHFGISOVbcAkttj6lMnojIur4edqYd4vlZPQkyB+Y5t1k1M37+Y2Yd+w+5xMnHXN9QvVY3ule7M9ZjogAh+uWM8H+yaR0LpGrQv24jadiX0CwAAIABJREFUP/bG4/WCgNXtPyz2JQcBupm4wGiOpp/CqBloGZ3/zAtFuV7kmyBQFOXyWHQTD83ZiEU3sbnPfdQNr0LbMglZqgoriqJca4QQpYCXgWaABFYCr0kpz5RkXDeCtWvXcujQITp06EBwcHC++x85coRBgwbhcDh47733uOmmmwBYs2YN/fr1w2KxMH36dGrUqJHzAOdrDlwsl+4Gbreb119/nd9++42OHTsyc+ZMdD3/Am6HDx/G6/Vmea1x48b+x42MjVgeupw/XH/QztSOOD3nYodGYaSR8cJ69TxrKVz6/jKXTVR/912+vMoz9g57DrPLs4smhiaEaCHFMuampD04vS7SMosTLji6ulgTBE0ja7L69HZcXjce6UUi0dH4usVLnHAk0bBUDepEVAHgvw3/U+jxM7wufwLCI728uuXzPBMEAE0ia9Ik0jehefbBX0H6ZjOYNSNLT/5Z7AkCIQSr23/IJ3t/JNoSzuNq9oByA1EJAkUpBpWDy/JIhbZEmIMJMwUTagz0dQt4qRWQTsfaj5V0iIqiKAX1NbACeCDzeXdgNtC2xCK6AcycOZP+/fujaRqxsbFs3boVgyHvr2ldunRh/fr1SCm5++67OXDgAAD3338/J0+eRAhBt27d+PPPP7MfnFOruvPPIdvF9tdff83SpUux2WwsWLCA+fPnc9999+UwrK8A4/Hjx+nSpQvjxo2jc+fOuFwu2rVrx7hx46hWLev0/gRDQo4zB/J1SZLgE8cnjBpj4ougL+louifHmgpX0wb3BlqltEJHJ0wLY3vYdoJE0Svw1w6vjCYEAboJgaBNPmv5CyrdZSc54xzzW4/lywOLcXvdfLpvATtTDnFXuVsZtn4SEi8zWhRtxVH3SnfwxJp3cEtfdwKby1mo4xtH+mpeWHULCGgVfWVmg0QHRPBC7Z5XZGxFuZapBIGiXKby1iiaRdXk1tI3USU4VtURUBTlehEhpXztouevCyGyXwkqxeqrr77CZrMBvrvux44dIz4+Ps9j/vnnH//d+TNnLkzwSE/3FY6TUnL8+PHsB+bSxz6vO/IXLyeQUmZbXiCl5PDhw8yYMYOxY8cipWT8+PFs27aNxMREMjIyCAvLv2tAfqSUrHOvI0gEcYvhFn/c053T6TcliXRs9BzzKMmv9coxObDDvYMT8gS3GW7DKIrW9tclXdilPdeZAXOcc0jH998CL2x0b6SlsWWRzglQ2hLG5numsfDYGupFVPVfMBfFxjO7ab14GC6vm7tjmzCn5asIIRh8ky9PWGXeI+xPOwbAQ8tf4siD3+Y61r7Uowxc818kkg8aP0W1kPJZtlt0Mx81HsnAtf9FIJh469BCxRofFMPmjp+xtJhrECiK4qMSBIpSAKXNocQFRlM+MIry1iiqh5bP0l9YURTlOrJUCPEw8L/M5w8CC0ownhtCx44dWbZsGV6vl6ioKMqWzd7u71KTJk2iS5cueDwe3j1/cQ/Url2bVatWAb7EwenTpzl9+jSxsbGEBAfnfmc9jyTBQw89xC+//MJPP/3EAw88QIcOWadc9+7dm9mzZ5ORkeFPWuzdu5fExESioqKwWounK0+f9D78z/k/vHh5y/oWgwMGgxCMf6M8Z2QSwz+C4R+lANnf31eOr+ib3hcNjfqG+iwLWXbZyf2/3H/RKrUV6TKdfuZ+TA6anG2fZsZmWB1WHDiQSKrrxdfSMj4ohoHV78Pj9dB71Zt8f2QlbcskMLPFaIxa4b/ev7VtFufcvgTVgmOrOZx+Msv3HK/05vg4J/cve4HtZw8C0Om3Z9l534xs+3SOv43bYupQ3hqVrb1hQVQKLutvRagoSvFSCQJFuYiGINhoJcQYSKgpkBBjIJWDy9IlvrWaIaAoyo1iAPAkMB0QgAakCyGeBKSUsngWUitZDBgwgAoVKnDw4EG6dOlSoAKA99xzD6mpqXi9XszmC/Vt4uPjWbNmDR6PByEEd955J3v37sWg6xzo1ImI6dNzn3afS5JA13WmTZuWYxxnzpxh1qxZuFyuzCEEUko8Hg8tW7Zk/fr1BAUVfWo9wHTndNy4AXjP8R5JMolx9nG4cfPk6zD8o4t2vuT9feT8CBu+i+A17jUkySRKictrNfmy7WXOyrMATHVO5UXri9naM95rupc5wXPY6N7IA6YHsm0vDguOreabw8tIc9uZf/QPvty/mD5V7y70ONVCyhOgm7F7nOhCI8KU9a/5jOYv0HXFy3il5KvbRuc4xuJj65i670f+Tv8HiW/5QKIzJcf97l/2PF7ppV/VjkxqNLzQ8SqKcuWoBIFyXbHoJoIMAQToZqwGM1aDBatuJsBgxqpb/K/5t+sWAg0WQjKTAUGGgOJNBAQEFN9YiqIoV4GUMv/qeMoV0a5du0Ifk1Mi4e2332bfvn0cPnyYPn368N5775Gens4EyDs5cF5BCgBeJDg4GKvVSkqK72JQ0zQ8Hg9SSo4ePcrPP/9M584XWhfOz5jPEtcSOps6F2rK/VrXWgIIII00TJiopdfiTfubOHCAhHdfuOSASwoutja2Zr17PRlkEKVFESYuf8lDea08Zsw4cWLAkGttgQ6mDnQwXbkCdwLhv6Pv8GTw3KaPebjC7QQas37/2Jq8n99PbaV1TD1qhGZfuvJi7cfwSC87Ug4xqma3bB0JmkbVynNZwZ7UI3Re9jw2jxOTZsAoDGhCMLnRiGz7vvTXNOweX92BD/d8x1sNBqoCzopyDVEJAuWaZ9XNlA+MItYaSSlzKMFGK8FGK0GGgMzHAQQZfD8NlzGt7opatKikI1AURSkUIUQzYLOUMl0I0QOoD0yQUv5dwqEpBVS2bFnWrl0LwNGjR5kwYQIaEKnr7Lj9dm4uSMG+i5MESUng9UIuXQtMJhN9+/bl3Xffxev14vF4/Nu8Xi8VK1b0P1/qWsrD5x7Gho1PHZ+yPnQ9Nxtuzvc92aSNtqltSSMNAwYaGxrzTuA7LDy70J8cGP4RTB5gwPLuh/R5dlu25MaLAS9SQavAUe9RHrc8ji50DngO8L7jfeK0OAZbBmMQBfse8WagLzGx17OXl60vF0vxwctxd2wTqoWUZ3PyPgDsbidrEndkKVy4NXk/jRcNREovmtDYfM80qoTEZhnHpBt5o37/y47jUNoJdE0Hj68zwYu1H+P5Wo/m+L2sRkgcm5P2kuF1E2YK4uM98zlhT2RQ9fuJC4q+rPOfT5KoFtKKUnTX2NWUciPRhUYpcwjhpmDCTEH+n2H+n0GUCShFhFnNZlUURbmKPgTqCCHqAM8AU/EtNyh6dTXlqouNjeWnn37i448/JrlhQ24aPNifHNi9ezcTJkygcuXKDB8+PHvXhPNJgjySA+dFRkZiMBjIyMjwv2YwGJg6dSr16l2oMv+X+y88+BIIOjo7PDsKlCBIkSm48C1hcOMmRIRQUa/IJOt7iBFP0uejNJYNqkv4f5/mEXM3OF+S4aIkgSY0HrNc6Crkki4apzTmjDyDGTOnvKd4I/CNfGMBCBSBfBz0cYH2vZI0ofFynd50W/kaNo8DL16qXXLx//uprUjpxe7JIMgQwOrT26kSEotXevn91BZCjUH+toWX67boOlQMKsO+1GMEGEw8VvmuXG/avN9oOBHmEI7bE7HqFp7d9BEZHhdfHljMkQe+8SUaCmHe4RV0W/kqALNajOb++Nty3G9r8n6Gr59EqDGQDxo/SUzA5S0vUZTrnUoQKFfNXWVvpVpIeaIDIoixRFDaEnr9Z3pfyywE/mLRWgIpiqJcRW4ppRRCdAImSimnCiFUr9Z/sRYtWtCiRYssrzkcDpo0acLZs2exWCycPXuW119/PfvBQuSbHAAYNGgQixYtYv369djtdqSUaJrG3Llzefjhh/373We6j1fsr2CWZoJEEG2MbQr0HspoZehq6srsjNkYMfJCwAsgJX2f3Q4fpcGwYbS6dGZEPsskzsqzpMgUvHixY2ete22BYrnWdIprwRfNn+OPU9t4pGIbygdmvQvfOqYemtB8yyiBFtG1AXh4xSssOrYGr/QyrsETDK7xQA6jF4xFN7Px7k84mHaCctZIrAZLrvsGGa2MbzgYgOaL/uNfbnDacZY0t51QU/6zMdJcNk7Yz1ApqCwD147H4fUlpgauHZ9rguDOX57ipCMJXeic+93OL3eML+zbVJQbgkoQKAUiAF3oaEKgCQ1daGhoaEL4Hovzj337hBgDKRtQipiAUpQJKEVsYCSVg8uV9Nu4+n791fdTJQgURfn3OCeEeBboAdwmhNCBovWDU645SUlJ2Gw2pJTY7XY2btxYpPGCg4NZtmyZ/3FaWhoZGRmsWLEiy34V9ArsD9vPLs8uahtqF2pq/hfBXzDWO5ZQEYqVAH83hs8HhDHghQ94PN3JQMtAaum1fPWE8qmlUFqUpo2xDStcK/Di5cmAJ4v0GZSkB+Nb8WB8qxy31QiNZ/M901h9ejstomtTIagMXunlm8PL/MUEP9j9XZESBAAGzUDVS1oa5mfEzQ/x5+970ITG7TH1CpQc2JN6hEYLB5DhcVErvDLhpiBOOZIBiDDnXkIlKSMVAI/0cMKWWKg4FeVGohIEV4gAjJoBs2bCpBswaUbMmhGzbsSkGTFpBsy6KfOn7zWzbsQoDBg0/aKL8IsuyC/66b8wJ+uFeZZ9yPniPet2PZfjM1/LPL+q4K8oinLD6Ap0A/pIKU8KIeKAt0s4phvW0aNHef/99ylTpgyDBg0qUHeDgihTpgytW7dmyZIleL1eGjRokP9BBfTwww/z9ddfI6Wkw/AOVEmuQrJM5kPrhzxkeYgILYKmWtPLi1srA1L6kwO/DLqZvq/swiO8THFO4XPn5/Qx9+H9oPd9B+SRJBBCMD94Pps8m4gSUcTpccXw7q9NVUJis9Qd0ITGLWEV2JN6BF3o3BZVp0TieiC+JfUjqnLaeZaEUjUKdMwne+aTkpGORLL97EE+bjySD/d879vWZGSux73TYBBPbZiMUTP4ZzAoipKdkFIW+6AJCQlyw4YNxT5uYUgp8UgPbunB7b3w0+V145YeSpvDmLZvAQZNxyB0/0+jZsCoGbK8ZtB0/4V7bvsaNd134a/7EgFGzaAuqhVo1cr3M/OuiqIoihBio5QyoaTjuBFcC99HisLr9RIfH8+JEycwmUw88cQTjB9ffNOix44dy0svvURGRgYBAQHs2LGDChUq5LivlJJ+/frx1Vdf0bBhQ3788cdcWxdKKVm6dCkGg4HhtYezybMJAA0NZ7iz6AWFPR7o3RsiIhjxOnzg/JAMLqp9gAFXKdelQfmSCklJ8NlnBVo2cb1Lcqby0Z4fCNDNfHfkdzYl7ebxKnczPmHwNf0ddtreBQxZNxGbx4FVt7DrvunZllXkxu52+r7XX2tFrRWlBOT2feS6/dshhMAgDBgwQC7/BvynRuecNyiKoiiKopQwu93OiRMn8Hg82O12/vjjj8seS0rJM888w9SpU2ncuDHffPMNp0+f9ncc8Hq9tG7dmsqVKzNjxgxiYmKyHL98+XJmz56NzWZj7dq1fPrppwwfnnP/eiEEt99+OwDHk477X/fiZZ93HzW0gt0pzpWu+y7yNY1X5DkOeA/yq+tX0kkHwIOHVa5VNDM2uzioAhdcvFFEmEN4tlYP3to2izWnt+H0uvhk73wertCGRpH5F44EWJe4g6UnN9G2TAINSlXPdb+UjDTa/zqSv5L206fq3UxsOPSykxC9q3Qg1ZXO6tPbeaJ6pwInBwDVTlFRCuA6rxCnKCWsVCnfH0VRFEUppMDAQDp27EhgYCABAQGMGJG9p3xBrVu3jg8//JDk5GSWLl3Kxx9/zPDhwylbtixCCNxuN4cOHWLZsmU0btyYtm3bsnr1av/xZrMZr9fXSk4IgdlcsAutbqZuCHwXgmbMRGv5X8yly3SmOKbwpfNLPPJCy8QjniMMThvMi7YXSdccIAQhWgjfh3zP/4L/hwkTABLJgowF2QcuYMFFu7SzyrWKf7z/FOg9Xm0ZHhdPrp9Ey5+GsODo6vwPyId+0VJSKX3PC2Jz0l5aLx7GC5s+5bafhrD97MFc9528ax4bz+zB5nEwbd8CFhz9g3HbZjL38HIKO5tZCMHwmx9idstXaB1Tv1DHKoqSv+t2BoGiXBO+/bakI1AURSk0IUQAECel3F3Ssdzovv32WzZs2ECpUqWoXLnyZY9z6UWYlJLy5ctz+PBhkpOTiYmJwePx4PF4+Pvvvzl8+DBr167lzJkzmEwmEhISePTRR5k/fz633XYbffr0KdB53wp8i1AtlK3urTwV8BThWni+x7RPbc8G9wYEghWmFXwS9AlCCFqltuKw9zAGDOz37GdW8Cz/MbcabsUqrOhSRyC4w3RH4T4g4JT3FHOdc3nD/gZn5VkkklWhq6htqF3osa6k/+6YzZQ9P2D3OFm/fBf77v+KstbSlz3ewOr3seyfTaw9vZMB1e4loXTBZnisS9yJBNzSg1kYWZ+4i1vCKua8swCX1w34pvk/+vsY0j0OTMLAOwnJPFH9vsuOX1GU4qVmECiKoiiK4ieE6AhsBn7KfF5XCPFDyUZ149I0jVtvvbVIyQGARo0aMXDgQMLDw2ndujUDBgwAfHdjIyIieOeddzCbzZjNZn8ywel0YrfbcblcNGvWjBkzZpCWlsZzzz2HyWQq0HkPeQ/xu/t3zsqzlNJynlEnpcQrvf7na9xrsGPHho2pGVMJTQplVcYqDnkP4cGDEydr3GtI9ab6jymtleav0L8YHzie30J+o7WxdaE+n3SZTp2zdRhuG84ReYRznCONNGY6ZxZqnKvhaPopHB5fzQWBIMmZms8RebMaLMy/fRynuv7A07c8zOC179J95avsP3csz+PuKJOAUTMQYrRiEDptyuR+N7+UORQtc5aCLjRsbicur5t0j4NfTxatg4aiKMVLJQgU5Up69lnfH0VRlH+Pl4FbgbMAUsrNQIUSjEcpBkII3n77bZKSkli4cCFWqzXL9qFDh+JwOFi+fDnBwcEYjUaGDh1KaGgomzZtYufOnaSnp5OamsoDDzzAo48+ysmTJ/M9b+dznfnV9Su/uX+jU2qnbNu3uLcQkxyDOcnM23Zfs4yWhpZZ9jnHOUbYRjDQPBALFgBOeE9Q5WwVjnsv1DiI0+N4wvIEjYyNCv357PXsJV2m48Tpf82KlQTDtVdPdMTNDxFpCcUgdO6ObZL7XfvL0HvVm3yy90e+OvgrrRcPy3PfisFl2dlpOl82e56dnfIuFBhjCcei+5JKJt1IGWsEwQYrVt1Mr8odii1+RVGKTi0xUJQraXXR1wYqiqJcZW4pZcq1XMX83yA1NRWn00lkZORlj3G+LkC5cuUICAgoxuhy16hRIxITE3E4HISEhAAQFxeXpf7Avn37OHjwIIcOHWLlypVZ4n3yySdZuXIlgwcPpk+fPiR6E5H4ZiQkyuy950faRnJKngLgOdtzDLIM4mnL06xMW+m/WNfQiNQimRQ4iQp6BV6yvYQNG0IKvs/4noGWgUV+39X0agSJILzSiwcP7YzteMT8CF3MXYo8NsD/nP+jd1pvTMLEvOB5tDK2uuyxqoTEcvzBeZxz2wgzBRdLfOftTj1ChtfXAeK4PREpZZ7FBMtaS9MprkW+495bvjnDb+rC90d+p0t8a566uSvL/tlMxaAy3BxWobjCVxSlGKgZBIqiKIqiXGybEKIboAshqgohJgGXXz7/BjR//nyio6OJjY3l5ZdfvqwxbDYb9erVo06dOlSoUIGjR48WW3ybNm3is88+Y8OGDaSkpCClZP78+cyePZuMjAxMJpM/OQAQExPDkiVL6Nmzp38JwvnkxcU++eQTPv30UzZv3szQoUPZvn07kwMnY8GCGTPvB76fLRb9olZTHjx4pIc2pja0NLZEIDBjpo2hDVODpiKEoI2xjX9/gaCmXrNYPhOrsPJX2F+8H/g+S0OW8l3Id3Q1dy2WsQH6pffDho2z8iwD0gYUeTxd04s9OQDwWt0+WDQTZs3IM7d0K7Z2h0IIXq/Xj633fsHoOr0INAZwd2yTQicH9qYeodmiQST82Jc/z6gSKYpyJdywMwg2/uPk9fXJJR2Gcp177YxvjeCLP+Y/DfNGUjnUyN0VrCREmwk2qTylolxjhgDPA05gFrAYeL1EI/qXefbZZ3E4HAC8/vrrvPTSS4W+0Fq2bBmHDx/GZrPhcrmYNWsWzzzzTJFjW7FiBe3btycjIwO3243FYuGee+5h0aJFAHz++ef+xxdr0qQJTZo0ISEhgaeffhohBGPHjs2yT2JiIm63rxCdpmkkJydzv/l+zpnOAWAQ2b92Vteqswjf+SxY2OTZREtjSxaHLMYu7ViwZPns6hnqMTd4LvMy5tHB1IEWxrzvXtukjW8yvmGfZx9LMpZQz1CP8YHjMYvsXRgitUh6WXrlOd7lCiSQVFIRCIJF8V/YF5fO8S05FlMPhyejSIUPr5SHV7zCpqS9SCT3Ln2Wow/OLemQFOW6c8MmCLxS4vbmv5+iFMX5mtHqdy2r+yoF0rycpaTDUBTlEkIIHfhBStkWX5LgapzzZaAfcDrzpeeklAtz2O8uYCKgA59KKcdeus+1okqVKuzZswe3201MTMxl3YWNj4/H4/G1+DOZTFSpUqVYYvvpp5+w2Wz+5w6Hg/nz5+N0+qbzL1myJM/jhwwZQvfu3dF1ndDQ0CzbBgwYwJdffsmBAwdo27YtTZs2BXJODJzXyNiIQGcg6aQjEFTULqynDxA5L6toZ2pHO1O7vN9oprapbdns3owdOwCbPJuI1qIZbR1doOOLyw8hP9A/rT8WYeGLoC+u6rkLK8Ickv9OJSTVle5fspLmspdwNIpyfbphEwSKcjUklipT0iFcc9qWD6BZ2YL1z1YU5eqSUnqEEDYhRKiUMuUqnvpdKeU7uW3MTFxMBu4AjgLrhRA/SCl3XK0AC+Ozzz5j1KhRJCUl8cYbb1zWGLfccgtff/01n3/+OW3atOH+++8vltjuvPNOJkyYgN3uu7gymUxUrVqVgwd9PeybNWuW7xi7d++mf//+BAUFMWPGDH+HhaioKPbs2YPL5Spwl4Oupq7YAm384f6DXuZexOlxl/nOsnNLN6vdWWsBOXFmKWx4tSQYEvgz7M+rft5rldOTwdS9C3BJN32r3EOgsWA1Nj5uMpL7lj6Py+vmkyZFn1GjKEp24tK+uMUhISFBbtiwodjHLU7rTzp4dd3Zkg5DUW4orWMtDK4TiklXxc+UG5cQYqOU8torjZ5JCPE/oDHwC5B+/nUp5dArdL6XgbR8EgRNgJellO0ynz+bGdObeY39b/g+UhI2bNjAggUL2LBhA9WqVeOVV15hyZIlpKen8+CDD2I2553EjYyMJDExESEEjRo1YnUxFeRd6FxIj/QeGDDwbfC3+S4fKIgWKS340/0nTpxIJJEiklWhq6isF61tpHL5pJQ8tHw0C46tQSJpElmT3+6cUKjjAf/MHI/Xw+Lj6wgwmGkVXa/Y6iYoyvUut+8jagaBoihXXPOyFrpWC6RCiLGkQ1EUJX8LMv9cTYOFED2BDcBTUspLiwSVA45c9PwoUPhedgoACQkJJCRk/U543333Ffj480sUpJSkpaUVW1yPpT9GcuZ/+t5pvdkXvo9lrmXMcM6gtaE13S3dCz3mLyG/MDdjLhEigmaGZgSKQDShat+UlO/+Xkn3la9i9zj9yzDXJ+4s1BiXJgC6rXyVhZnJhiE1HuDN+kUvAqkoNzKVIFCUK6jvpy8C8Gnf10o4kqvPrAvqRppoVS5A1RtQlH8RKWWxL5AWQiwBYnLY9DzwIfAavrItrwH/BR6/dIgcjs1xCqQQoj/QH3zt+ZTiN23aNPr06YPFYuGjjz4qtnHNXJi5YMLEf+3/5Xnb8zhx8pXzK4K1YO413VuoMS3CQjdzt2KLUSma/qvfxubx1bsQgNUQQLeKbYs05vdHfseZ2Zpx5oFfVIJAUYpIJQgU5QqqdHB7SYdwVZQN1GlTPoBoq+7/E2bW1DQ/RfkXEkIcJIeLbyllpcsdM7PoYUHO/QnwYw6bjgLlL3oeC+S4kFxK+THwMfiWGBQuUqUgunbtSteuxdcC8Ly5wXPpnd4bI0bMmP3JAfDVDtjm3lboBIFybQkxWjnt9C3xrRBUhs+bPUuLqDpFGrNZVC3WnN6OQHBH2Wt29Zai/GuoBIGiKIVm1gVxwQYqhBioGGKgfpSZckHqfyeKcp24+Bu2BegCRFypkwkhykgpT2Q+vR/YlsNu64GqQoiKwDHgYUDdFr7O3Gq8le1hvsS64YwBD74uDudbAz5sfrgkw1OKwXet36Dv6nHoQmda0/+jemjRZ/n8ePs4ph9YjEU3FXk2gqIoKkGgKEoeBFA1zEjt0ibKBuqUCTRQNkgnwqKXdGiKolwhUsozl7w0QQjxO3Cl+sK9JYSoi2/WwiFgAIAQoiy+doYdpJRuIcRgYDG+NofTpJQ3xhStG1RrQ2tWu1cjkXQxdWFi4ERCtdD8D1SuaTXDK7GmQ/EtSwEIMJjpX03NLFGU4qISBIqiZCGAOpEmWpS10CjGQqhZFXNSlBuJEKL+RU81fDMKgq/U+aSUj+by+nGgw0XPFwILr1QcV8ulFdiVnP0Y8iNzM+YSLIK523i3+rwURVGukn9VguDIkSP07NmTkydPomka/fv3Z9iwYSUdlqLk6ljZy16yWyIiLBov3hpOlTDVbUBRbmD/veixGzgIPFRCsVxXFi5cSJcuXQCYNWsWnTp1KuGIrl1mYeYR8yMlHca/gpQSOX8+0mZD69wZYTKVdEiKovyLifOZ7OJ0pfoOnzhxghMnTlC/fn3OnTtHgwYN+O6777j55psLPdb6kw5eXXe22GNUlH+jYKOgTfkA7oizEhfyr8obKsq/Tm59h68VQohKUsoDl7xWUUp5sKRiulxX6vsOK4QaAAAgAElEQVTI5Yr9f/buPD6q6v7/+Ovce2cmmcm+QcjCvoRFEFBERVRQxCouoNSqFEH9VW0tLm21dam2trhrW7W12uqXqnWru7ZaLVrrQl1qRRShisoiOwGyz9zz+2NiIJJAAkkmQ97Px2Med+bOufd+7uiQuZ97zvkUF7NixQoACgoKWL16dYIjkvb2St0r3Fh1I8O94VyRegWeafu/sdELL8S/804AzCGHEHg26TvaiEgHaO73SFL1HS4sLGTkyHjPx/T0dMrKyhr+0IrI7jumd4TZQzOUHBARgEdauE5aKSMjo6GrfEZGRoKj6Xifxz7nnK3n8OOKH1NhKxIdTrtb56/j6M1H82Tdk9xQdQM3VN3QLsfxH3sMKiqgogL797+3yzFEpOtI2quBZcuW8e677zJmzJhEhyLSrPNuuxiA285rnx8Fuys9YCjLCdIn06NPZoChueqOKNLVGWMGAUOATGPMidu9lUG8moHsoUcffZTZs2djreWuu+5KdDgd7tDNh/K5/zkeHsv8Zdyffn+iQ2pXa/w12PqKodVU87H/cbscx5kyBf/uuwEwBx/cJvu0dXXEzj8f/5VXcM47D+/cc9tkvyLS+SVlgmDr1q1MnTqVW265pUtm4CV5FK38ZNeNOtBBhSkc3SuVIblBXEcTPolIIwOBY4As4Njt1m8BzkpIRHuZsrIyXnvttUSHkRC+9fnM/wwfnxgx3ou9l+iQ2t0gdxCHBQ7jxboXCZkQF6Zc2C7HcW++Geeww+JzEEyb1ib79O++G//ee6GqCv8HP8A/+GCcffZpk32LSOeWdAmCuro6pk6dyqmnnsqJJ5646w1EugDPgbSAQ1rAkB50yA455KW65Ka45KU65IRcuoVd8sMqTygiTbPWPgE8YYwZa619PdHxyN7FMQ7nhs7l7pq7sVh+kvKTnbZ/O/o2j9Y8yoGBAzkmeEwHRdlyy2PLeTP6JmO8MRS7xU22cYzDU+lPsdxfTq6TS9iE2yUW4ziY449v033ajRshGo2/cBwoL2/T/YtI55VUCQJrLbNnz6asrIwLL2yfLKxIZ9Ut7HLKgDTSgoaI55AWNKQFHNIDDiFPvQFEpM28a4w5j/hwg4ahBdbaWYkLSfYGv4r8iu+lfo8IEYrcombbfRb7jPHl46mggnB1mEfSH2FycHIHRrpzy2LLGF4+vKFk5XtZ79Hb7d1kW2MMJW5JR4bXJtyzz8a/7z5YtAhz1FGYgw5KdEgi0kGSapLCf/3rX8ybN4+XXnqJESNGMGLECJ7VTK2yl3EMRAKG3BSHoohLv0yPffKCzBmRyYTSVMZ0T2FoXpBeGQHyUl0lB0Skrc0DugOTgJeBYuLDDKTes88+y6GHHspFF11EbW1tosNJGsYYBrgDdpocAFgUW4RT/xO1mmrejr7dEeG12Et1LxG1UbawhRgxXqx7MdEhtTmTm0tw4UIC0SiBhx/GOEl1ySAieyCpehAcfPDBtEdZRpH24DnwZf9hpHqGQ4pSyKvv7p8WcEj1DCmeiS9dQ6rnkOLG1wVdXfCLSEL1s9aeZIw5zlp7rzHmfuBviQ6qs1i5ciXTpk2jqqqKBQsWkJ+fzyWXXJLosPYqB3kHkelkYnyDxXJC8IREh9TIGC8+QXaAQKPXeyMlBkS6nqRKEIh0FukBw74FITKDDhlBh8yQ0+h5RtAhI2gwx/wOgLaZU1hEpEPU1S83GWOGAl8CvRIXTueyfv36hlKF1dXVfPHFFwmOaO+T4WSwKGsRb0XfYpA7iEKnMNEhNTLEG8Krma/yUt1LHBY4jGHesESHJCLSZpQgENkNpw1K5+je7TPZkIhIgt1pjMkGLgeeBNKAKxIbUucxZMgQjjrqKJ566imysrK44IILdrnNs88+y1tvvcXUqVMZMmRIB0SZ/NJNOocFDkt0GM3a19uXfb19Ex2GiEibU4JAZCdCrqFPpkevdI+S+kdpukdOSgurAZx2Wnz5pz+1X5AiIm3IWntX/dOXgT6JjKUzchyHRx99lA0bNpCRkYHn7fyn1NNPP8306dOprq7m+uuv5+OPP6awsHPdERcREfmKEgQiTTiyNJXj+0YoSnNxzB7MCbB8edsFJSLSAYwx3YBfAD2stZONMYOBsdbauxMcWqeSk5PTonavvfYalZWVQDy58NFHHylBICIinZZmHhHZTtgzzBmRyXeHZ1CS7u1ZckBEJDndQ3xSwh71rz8G5iQsmk7CWsvSpUtZv359q7abNm0akUiEjIwMMjMzGT16dDtFmLxiNsYdVXfwg4ofsDS2NNHhiIh0aUoQiNTzHPjpAdlMKE1tmIBKRKQLyrPWPgT4ANbaKBBLbEiJd9ppp7HPPvtQWlrKiy+2vKzdyJEjWbRoEQ899BALFy4kPT29HaNMTr+o+gUXV17MjdU3ckD5AdTYmkSHJCLSZWmIgex10gOGnBSXnBSHnBSXtIAh7DlEAoawZ4gEHMIBQ8SLL79ap/KCIiIAVBhjcgELYIw5AChPbEiJtWHDBh5++GHq6uIFHn7xi18wYcKEFm9fWlpKaWlpe4WX9N6IvkEl8WEYFbaCtf5ait3iBEclItI1KUEgSSUSMOSnuts9HArCLnnbJQQ61YX+2LGJjkBEpLUuJF69oK8x5l9APjAtsSElVnp6OmlpaWzatImUlBSGDVNZu7Z0fsr5/KPuH7i4jPZGU+QUNbxnFy8meuaZYC3e73+PKStLYKQiIns/JQikUzLAQT1S6J8VoFvYpXvYpXvEJRJIslExv/xloiMQEWkRY0yptfZza+07xpjxwEDi/xwvttbWJTi8hAoEArz66qv88pe/pFevXlx22WWJDmmvMik4iY+yPmKVv4pR3qhGw/zqTjwRPvwQrKXu+OMJLl6cwEhFRPZ+ShBIh8lJccgIOkQ8QzjwVZf/xl3/v1pXGHEpStP/niIiHehxYGT98wettVMTGUxnM3jwYObNm5foMPZapW4ppW4TwzA2bQJrtz2XNmErKohdeSV25Uq8K67ADBqU6JBEpJPQFZi0uYAD2SGX3FSH7JBDfqrLQT1SKMsJJjq0jje1/vf1o48mNg4RkV3bfnxWn4RFIbId97e/JTZ9OliL+9vfJjqcvUbse9/Dv/9+qK2l7oUXCKxejXGSrJemiLQLJQik1VJcQ2m6R0HYpSDVrV865IddclNc0oP6A9OgleWwREQSyDbzXCRh3GOPxdm6FUAXsK0Uveoq/Lvuwhx8MN4992BCoYb37IcfQk19tYiNG+PPU1MTFKmIdCZKEEgjngNpgfgwgLSgQ1qgvuu/Z0gPOgzJDTIsN0igM00EKCIibWG4MWYz8Z4EqfXPqX9trbUZiQtNujIlBlrPX7AA/7rroLIS+8QT+HfdhXveeQ3vuz/9KdETTgBrcWbNgkCA6IwZ+H/9K84JJ+DecYc+d5EuSgmCLiboQMg1DY998oIc1StMVsghTaX+RES6LGutm+gYRKSN1NTAV5M9+v623gL1nEmTCKxYAVu3YkpKiD3wAP5f/gIVFfj3349zzDGYY49NQOAikmhKECQBx0B6wCE7xSEz6JAZio/tzwg6jS72v/5I8bZ/HU8MbD8zsIiIiIjsfczBB+N885v499+PGTUK56yzdmyTnQ3Z2fEXsVjjN7/+WkS6DCUIEiTFNUTqu++nBwzZKS45KfEL/5z651khh+yQS0ZQF/ZJa8KEREcgIiIiXYwxBu+uu+Cuu1rU3pk+Hf/xx7EvvIA59lj1HhDpwpQgaAXPgVTXkOo5pHrma4/G68KeU1+6b1spv0ggvi4cMDi64O8aLr880RGIiIjIHrC+j33vPUxBAaaoKLGxRKPYhQsxRUWY/PxWbx/99a+x996LOeoo3J/9rOEGlAkECDzySFuHKyJJqMsmCNKCDmU5gR3Wh1xDYdilR5pHYcSlR8QjKxS/+PccXdSLiIiIdBRbW4tdsgTTsycmLa3jj28t0SlTsPPng7V4f/kLzqRJHR4HgI3FiB56KPY//wHAe/FFnDFj8J96iuill2L69sWMHo3/q19hysrwHn8ck5PTsL3/+uv4l1wSn7jwo48ww4bhTp++82NGoxivy14uiHRJXfYbX5YT5LqDcxMdhuztJk+OL597LrFxiIiIJBlbUUHdqFGwYgWEQgTeeQdTWtqxQaxZg/373xsm+YvddFO7JghsXR2x226D1atxv/vdxj0WFi/GvvsuVFYC4N92G6asjOjJJ0N1Nfbjj7HPPAOxGPaNN4hdcw3ejTdu237dOviqMkEsBmvXNh/H2rXUjRsHH3+MmToV78EHVdVApIvQN12kPVVVxR8iIiLSKvYf/4CVK2HrVti8Gf/Pf+74ILKzIS0tXhEgHMaMHt2uh4tddBH+j3+Mf/311I0di19bS/TMM6nt14/YQw+BW19sJByGkSPjiQvfj6+rqwNrt+1s++eAmTQJM2pUPEnQpw/Oaac1H8fvfgf/+x9Yi/3rX7GvvdbWpyoinZQSBCIiIiLS6Zi+fbfNph8MYgYN6vgYgkGcWbPiF+ZpaTizZ7fr8ewbb8RvLMRisHIl/p134t9/P/zvf/jXX497++04Z5+Nc+21uOefj8nPx7n00nh8RUU4c+ZAdjZm9Gjcn/xkh3MJzJ9PYOtWAgsXYrKymj/vnBwI1A/FjcW2VTsQkb1elx1iICIiIiKdlykrw/vLX4j93//hTJyIM2VKh8dgV6/G/9WvIBqFdeuIXXEFzp/+1Pr9+D72scewFRU406djQqEm2zlz5hA780xwnPgd/9rabT0EYjH8l1/Gu+EGTGZmwzbeT3+KvfLKbRWvth9W0ASTmrrLeJ2zzsJ+8AH+q6/inncezpAhO23vW8vvF25m6aYo3xmWQd+sHef5aglrLRtrfLJCjib0FkkQJQhEREREpFNyJk1K2KSAAGw/QZ/rYlJSdms3sQsuwL/7brAWf948Ai+80GQ791vfwtl/f+yGDfHhDFu34v/5z9i33oK6Ouy99xJ9/30Cb7zRaLu2LodtAgG8225rcftf/nsTv/j3Jqqilj8u2sLy2aWkeK3rqFxR53PgQyv5cEMt/TIDvDG9iIyQOjuLdDR960Ta0zHHxB8iIiKSdExuLu7vfw89e2LGjcOdO3e39uM/9RRUVMQrCLz88s6P2a8fzv77YxwHk5FBYMECKC6O9ySoq8P+5z/xcodf9SzYBVtejv30U+zX5iRoS6+vqqEyarFARZ1lbVXLYtveE/+r5H/lddT58NmWKI8s3dr2gYrILnXZHgTWWmKx9vuHUgSAORfGl9HW/6FMBq5r2vyuhYiISGfinn467umn79E+nGnT8G+/HQAzfnzrtz/nHPyf/zw+WeLIkdRFIuB5uI89hnvkkc1u57/xBtGJE8H3MZMn4z3ySJv/3bbWsm9BkOc/ryToGkYVhChOc1u9nx5pLtT/NDcGekS67GWKSEJ12W/ee29t4KarP0h0GCJJKRzxmPCNQqae2gvlB0REJNlZa7EvvQSxGGbixDYv6edeey3OYYdBRQXmuONavb136aX4Rx0F1dXxC/7aWqitJTZpErExYwj885+Y+kkFre9jFyzAZGcTu+66eM8FwD77LCxfDiUl2KVLsZWVmGHD9jhhcO1bm7j5nXIcICvo8MIJ3Xdrn4cWp3LdwTn8+eMKTugb5qhe4T2KS0R2T5dNEIh0hEtf+z4Avzzw1gRHsue8gMM+o7I54JB8Ro7JJRhs/d0BERGR9mJjMYhGm50AcGdiF1yAf9ddYAzOSSfh/eEPbRqbMQYzefIe7cPZd9/4k8xMqKzc9sabb+I/8wzu8ccDED35ZOzf/havPjBhAqSmxisjBAKQk0Psd78jdsEF8XOdObPZuQbsqlVEZ8zAfvkl3i234EyY0GS7Z5dVURGN3/pfUxVjS60ld9fzIDbp3OGZnDs8c9cNRaTdaA4CEdmpUIrLiP1yuPqWfZnzkyEcMK5AyQEREelU/AULqMvJoS4tjejVV7d++wceiN9p37oV/5FH2iHCtuM9+2z8on97aWkA2Npa7GOPwdat8aTAF1/gXHwx5uST8V56CROJELvhhvh7lZX4d97Z7HGi55yD/cc/YOFColOmYKPRJtvNHJxG2DOkBQwj8kPkpLTs8sK3lvfX1bKqoun9ikhiqAeBiDTr2JNLOOGUnnitnIlYRESkI8V++EPYvBkA/2c/w158MSbc8i7q5vDDsU8+CdZixo1r4+Bi4Di0akyetfFJCd0dE/LOiBG4zz9P7PDDoa4ODj0Ud+LE+JuBAPTqBZ9/DoEAzrhxeF9LmJhRo7DLl8dLN/bsif/II5jDD8fk5DQ+UHl5PHaIHycWa1zVod6sIRkMzQ2ysiLGUT1TWzS8wFrL1KdX8/znVVjgsWO6MamnhhSIdAZKEIhIg/5lGYwZl09JrwjFPSOkZ+xeHWMREZEO1b17/OK4rg5SUiAYbNXm3v/9H/68eRCL4bRiQkLr+8Rmz8Z/+GHMQQfhPf44Zvu7+7EYnHEG5OTAzTe3LElgLVxwAWzYAH/8I7gu/gcfwNKlmAkTMGlpuAcfjLNlC1RXYzK3dck3xhD417+I3X475Ofjfuc7O57rH/5A7MYbsR9+iH38caKzZkFaGoGPPsJkZDS0c2++meikSbBpE84NN+x06Mb+3VtX/nF9tc8zyyqpq5/D+fq3NylBINJJKEEg0kUFQw6lvdPoXpRKYVEq3YvCDBuZTUqKhg+IiEhy8W6/nai1sGIF7nXXYZq4070zJhDAnTWr1ce1L76I//DDUFGB/ec/8e+9t/FFuePEkwO31s9FtKskwVfJgVtvhe9/HxwH/7nniE6bFu9NUFhI4P33McFg/IK9iYt20737Dr0GGr0fDuNdfjnRiy/GVlXVrzTY995r1HvCGTGC4OrVWGvbvPJBZtAhI+iwodonxTPsm9/6eSNEpH0oQSDSjhb0ODTRITSSkRWgqDRCae8IR59YTHaO/iCLSGIZYx4EBta/zAI2WWtHNNFuGbAFiAFRa+3oDgtSOj2Tk0PgwQc7/sCBQHwoAEBVFbGLL8auWoV31VX1gZl4UgB2nST4enKgvl1s3rxtkxL6PixdCoMH73HozoQJ+Hfc0TAEwjSzz10lB37+5gZ++/4WDiwM8cDkbrjOrpMJAdfw2sk9uOmdcnpleFw0Mmu3zkFE2p4SBCLt6MVeJyT0+IGgw+ixeRxwSD79yzJIS9eQARHpXKy10796boy5ESjfSfPDrLXr2j8qkZYx48dDXh588UV8RUUF/g034B9//LaqAy1JEmyXHLDnngvnnQe+j3FdnCOPJPbkk/HhE+Ew9OzZJrE7kyfjPfss9j//wTnuOExubqv38eLnlVz+xiYAHl5aSdE/13Pz+LwWbTsgO8hvJ+S3+pgi0r6UIBBpR8FYNQC1buvG5rWF4p4RLrxyCHn5HX9sEZHWMvHblCcDhyc6FpGWMsbEL9obr9w2ud/265pLEmyfHJgxg7r77oN77sEMH4738su4M2di8vKwixfjTJ+OiUTaLH5n/Hii//wndYcdhjN+PO7vf48JtPxmwjtrahq9/u+62jaLTUQSQwkCkXZ00Zs/AuCXB97arsdJDbtk54boXpRKUWmY4p4R+g3MUHJARJLJOGC1tXZJM+9b4HljjAV+Z61tvj6bSAfybrmF6AknQE0NhEI455yDGTWqURv/nXewL76I+da34jXG65MEdu5c7LHH4vz979jvfY+Y58WrMViLff997NtvYw44AOeYY+CYY9o8dv/NN/Hnzo33fFi9GnPggbhnn93i7WcNyeDy1zdS44MBLt2vZUMFttb6vL6qmoHZQUozdDki0pkk1Tdy1qxZPP300xQUFLBw4cJEhyPSocIRj8HDs+g3KIPs3CDZOUGyckJk5QQ1saCIdGrGmL8D3Zt46yfW2ifqn58CPLCT3RxkrV1pjCkAXjDGfGStfaWJY50NnA1QWlq6h5GL7Jpz1FF4ixZhly7FGTcOk9I4OW8XLSI6blx8iEAggPfqqw1JAnPrrRgg5jj4K1bgHHUUpKbG5xzwfUxx8Q7Hs76PffppqK3FHH98sxMy2o0biV19NdTV4V5+OaZbtx0bVVZuG+rg+1BR0apzz011+fLsnrz4eRWjCoL0ytx19YiKOp9hf1rO+uoYvoX503owupvmRBLpLJIqQTBz5ky++93vMmPGjESHItIhMrODHHBIPqMOyKV/WQau6yQ6JBGRVrPWTtzZ+8YYDzgRGNVcG2vtyvrlGmPMY8D+wA4JgvqeBXcCjB492u5B2CIt4r/5JtEJE8BxiJWUEHjnnUYlAf1//zt+EV5XB56HXbAgPrzg1m29C2O+D48/jrn/fpzNm7FvvIF77rlNJghi3/8+/h//CICZNInAo482GVfd1Knw8stgLf4LLxBcvHiHNmb8eMzxx2Mfegiz7744Z57Z6vPPCrlM7Z/W4vZvr6lhQ3WMLXXxr+dDH29VgkCkE0mqBMEhhxzCsmXLEh2GSIc4ZloJx32zlFBIvQNEZK83EfjIWru8qTeNMRHAsdZuqX9+JNB8HTeRDuTfe++2O++ff459/33M6G1FNpzDDosPHcjIAGtxJk6MzzmwHReIWYspL8e76KJmj2W3bMH/y18ajmf/+tfmA3vrrW0VFj7+GLtxIyY7u1ET4zgE5s2DefNafsJ7aGBWAAs4QIpnGFuo4ZAinUlSJQhE9gZewCGvIEROXoiMzACZ2UEyMgNkZMWX6ZkBsnND5OYpmy4iXcY3+drwAmNMD+Aua+3RQDfgsfpyax5wv7V2J1dGIjuymzcT+9GPsOvW4V19NaasrE32a8aMgXvvbeiub3r3bngvevPN+Lffjpk0CWfqVJyxYzE33thQyjB26KEwdSqu70NJSbwiQjOiP/gB/i23xHsjpKSA62IO38mcnmVlsGBB/HkgAGvXwtcSBInQLeLxxvQiHl6ylVEFIY7p03aTLorInlOCQKQd/bPkKHLyQpw1ZwAFhankd0shOye4y5rCIiJdibV2ZhPrVgJH1z//BBjewWHJXiZ69tnYxx6DujrqXnmFwJdftvrvsd2yBTZvxhQVNaxzZszAbtyIf9NNkJmJ/ewzTG4u0SuuwP/5z+MTDq5YAePGNUoOcPPNuMZgly7FXnop7oMPwoUX7lgCEbCbNuHfeitEo/EVZWW4P/whzsknNxurd8cdRA85BGKxeCKhf/9WnWt7Gpwb5MrcnESHISJNUIJApB2EUlyyc4NUjDmNmT8cRDCoYQIiIiIJ9fHHUFtfhm/9+ngpwmYm+GuK/8orRCdPhlgM5/TT8X7/eyBe6tA+8AAsXw5ffEH02GMJvPUW/rXXxksYAlRXYx54AF57rSE58FUSwPTuDQ88AN2771gC8SupqRAKxecxCIVwRo/GPfXUncbrjBxJYNWqeM+B3r11c0JEWkQJApHdkJ4ZoKB7CgXdUykoTCG/Wwo5eaH66gIhwpH6r9a6dbB54067DIqIiEj7c6+5hujUqfEL/Dlzmp39vzmxq6+ODyMgPu+Avf56TFa8rJ/dtGlbMmDLlviF/HYX5G4ohNNEcqCBMfH10GSSwIRCuA8+SOxHP8IMGoT7VdtdMOnpkJ7eqvNsqddXVVNe4zOxNBXPafvkg7WWR5dWsLIixqkD08hN1c0WkY6QVAmCU045hfnz57Nu3TqKi4u56qqrmD17dqLDkiTjOIZA0CEQdAgGHYKh+DIQdAiGXAIBQzjiNcwJkJEVICMzWL+MzxXQ4rKC06bFl/Pnt9v5iIiIyK45kycT+PJLqKpquuTfLpgBA7D/+hdUV0MkEn/U8+64g+jxx0NtLe5vf4spLcX58Y/x587FDYdx169vPjnQcACDveQSWLkS87UkgV2/ntjMmVBTg/30U+znn2OGDt2NT2H3RH3L059WkuoZjixN5cZ3yvnpGxsxBg4tTuGpKYVtfsy5b23imn9vIubDre+Ws2RmCY56QYi0u6RKEDzwwM7KI0tXd+4PB5GS4jZc/IdCLl7AEAq5jRICnqdSgSIiIl2B3boV/8knMcXFOIccgsnIiFcTaOn2y5dj16zBjBiBe8MNkJqK/ewz3MsvxwQCDe2cww8nUF4O1mKc+O8M74or4Cc/gTPOgJycZpMD1lrsCy/g//e/+FddBYCbmYmzZg3G98F1tyUmtmyJl0p8+mnYLkEQvflm/N/8BjN2LN7ddzcqs7i7Xvy8iqvf3EhZToBVFVFeWl6NBc4ZlsGzyyqpiMZ7TDzzaRW+tW1+8f7csioq6kshfrE1ysZqX70IRDpAUiUIRJoSCDqceGpPDhhXkOhQREREpJOwvk/d2LHw6acAuDfdhHv22S3e3n/uufiQBMfBjB+P9/TTeDfe2Gx7Y8yOCQDXhT/+ERyn2Z4DsZ//PD5fQU1NwySEsbQ0zBlnYNz4BbEZPjxestB1IRjEjB27Lc7338e/7DKorMSuXEls1Ci8Cy7g4421uMbQNyvQ5HF3ZlNNjGOf+pKqqGXB6mpqY1BfMJGHllRwfN8wyzZH8a2lLCfYkBzYVBPjkSUVlKR7TOoZbvVxt3fG4DTeXlODY2BwTpCcFN3gEekIShBIUjvgkHxOO7svGZnBRIciIiIincnatbBkSfzCG/AffLBVCYLYTTdBVRUA9u9/hzVrYDeGJuDu/K63/9BDUFHReOXWrdjy8oaXpmdPvNdfxz7zDGbsWJzx47e1rajYlnyIxaCigitf38D175SDhWsOzOaCkVkNzTdUx/jvulqG5wXJ3m7I5LqqGOfPX8fGGp8L981smFKhJgYFqS5b6nwMMLlnKjeNy2VUQYhNNT4zy+JzHMR8y/5/XsGKrTEM8MsDs5k+MJ3skEPA3XnvAt9abnynnHfW1HD+iEzGFqZwxpAMhuYGWVUZ48jSVE2yKNJBlCCQpJKRFWC/A/MYMCSTAYMzyc3b83hjcYEAACAASURBVC50IiIishfKy4OePePVBYzBnHBCqzY3+++/rWt/RgZkZ+/QxlqLffXV+LwGEyc2DC9oDee44/A//XSHJIH/+9/jfjWXEeAMGwbDhu0Y55gxONOn48+bB0OH4p57Ljf/uZyq+iEA171d3pAgWLE1yj73Lac25mMwvHpSD/bJj/+Wmvn8Gv72eRVRH95ZU8Npg9K4Z9EW0oMOzxzXjffW1ZLqOZzcP4LrGGaUNZ78cF1VjM+3RKmJxV9f+toGzn9lA56Bl6YWMq4otdnP4Df/2cxP39hIZdTy1KeVfDKzlIKwy37dU1r9eYrInlGCQJKC6xlOmdWHCUcX4rpJ1MXsnHMSHYGIiEiXZFyXwJtv4j/yCKakBGfSpFZt7151FeTnw7JluN/7Hia4Y2/F2JVX4t90UzwBMWUKgfvua3Wc7s9+hrPffkRnz46XX4T4/gYNatTORqNQUYHJzGy03hiDd/fdcPfdDevKcqp4d20NBhiWuy3uvy6rpLLOpzoGYDngoZUsOr2YXhkBvtgSJVo/jmBDtc+dE/K4cVwu4YDBcwwjC0Lc8m45U59ZzdlDMzi6d+MhBPlhl/5ZAT7dHKUuZqmIj5YgauHbz6/lkzNKm/0MPthQS2V9QgNgZUWUgrDmGxBJBCUIpEO4XrwyQCRt2yMc+dojzSM17Da0C0firyNpHsFgkv6RmD490RGIiIh0WSYrC/fMM3dvW8/DmzNnp238e+9tuPNvH30UtksQ2PJyCIUwKTu/C26MwRx3HG5+PrFp02DLFsxJJ+HOnbttX0uWUHfQQbBxI+bkk/H+9Keddrl/5rjuzP33JlwHfrzftp4Pw/ND+Nuuw6mOWm57bzPXj8vl+nG5HP/0aqK+5WdjszHGkBHadowHFldw2evxu/xPflJJVtDwhyPyOb5fGgCOMbx+chFPfVoJ1vKtv61t2Da4izKI5+2TwZ8/3krUh1EFoUZJDRHpWEoQSJtLzwxwzsWDyMoJNlzsh0JJeoG/p774Ir4sKUlsHCIiItLmnMMPj88h4PuY/fZrWB+97DL8666DYBDvmWcazxnQBGstsXPOgc2bATD77INJ3dYlP3bttbBuHViLffxxWLwYtuthsKXWZ9nmKAOzAwRdQ16qyw2H5O5wnH5ZHn0yPT7aGL+9b4HfvFfONQfmcGTPMBvOLKYOh/QmfrctLa+lJmYbtttYazn1b2vZ2ieMsRZcl7SgwykD4wmDf6+u4dfvbSY96PDoMTufSHqf/BBfzOrJqsoo/bMCKmcokkBKEEiLBIIO2blBcvNTyMkLkZ0TJD0zQEZmgPTMAJlZ216rjOB2Tj89vpw/P6FhiIiISNtz77wTc/DBUFWFc8YZANiaGvy5c+MTBtbVEbv0UpzXXtv5jsrLYdGihioG9uGHYbveCzY/Pz7ZYTQar2aw3XwIn5bXMeqBFdT5luI0j7dPKSIcaPq32Ny3NvFJebTRupiFmpgliE/KWbNJaaYk48yyDH7z3mbWV/kNFQ0MFi64ADZujFdr2G5CxpvG53HT+Lydn/d2MkIOGSH1HBBJNCUIpIHjGjKzAvQoCVPaO43S3hF6lITJzQ+pSoCIiIjI15hAAHf27MYrAwFIT4dNmyAYjE+U2AxbUUHsqquwa9ZA377xCRUBc9JJ29pYi33sMbA2XnLxxBMx21VTeGDxVjbX+sRsfBLCV1ZUc1SvpksMxvz43f+vuMClo7NIDzrx/efkwK23xt/8WpKgNMPj81mlvLqimjmvrGNzjc8/X7se88fb4fvfj5dyFJGkpwTBXshxDeGwS2rEIzXsEY649cv483DEIzMrSEZW/I5/RlaQjMwAkTRPJWRERERE9oBxHLyXXiJ26aWY7t1xb7ml2baxc86JD1GorYWCAtzbbsMUFeFMnLitUUUFLF0a75EA8efbKcsJEnINlVFLzELfzECzx7tkdBavrqzmww21zNk3k0tHZxPy6n/7GRNPCkBDkuDVi3/JRa9uoHvE5a4J+eSHXSb2DLPwtJJ4z4GvkgNN9DgQkeSkBEGSS0v3mDK9lGEjsxsm++uy4/1FREREOgHTrx+mRw/ssmXYRYswBx7YZDu7cCHU1MRfrF2L861vYQKNL/BtOMzHg0ZRuHQhrrXYb81g+4KLx/cNc9thucxfXs3pg9Lpn918giA31eX16UU7CbxxkuC9/5azYMpleK7hOy+t5dFjusd7GlxwQTyJ0MrkwLqqGGkBQ4qGo4p0WkoQJBnHMeTkBcktSCG/Wwr7H5THiP12nIRGRERERNqH/fRTohddFJ+E8OabMYWFjd6PXXgh/n33QW0t0UmTCKxd22Q1A/fKK4mecgpYizN79g7JAYC319Qy6cx7OfCDf7I+I5fD9zuUa7Z73xjDzMEZzByc0TYnV58kiPqW8379K+picMEJl7G6KrZHyYEznl/D/Yu3kuIZ/jG1ByMLQm0Tr4i0KSUIkkReQYgLrhhKj+JUXFdZ16Rx0UWJjkBERERawcZixG69FT74AOf883GGD9+hTd3kybBkCRhDdPlyAq++um37ykr8+fPjwwYg3kOgqgqaSBA4xx1H4LPPYOtWTO/eTcaTGXKoDoR4ZugEUj3DySkd8DvQGLxbb+HxTyuY8/TdADx07s92OzmwYmuUBz6uoNaH2lrLzxds5C/HdKc66rOyIkbPdA93F6UQRaRjKEHQiR1wSD5jxxfQu386WdmaJDApHXtsoiMQERGRVojdcAP+1VdDZSX+I48QWL4ck57euNGqVfFqAoD9/PNGb0W//W347LOG187552Oys2mOyc+H/Pxm3x+QHeT2Q3O56d1yDihM4bzhmbtxVrvBGH5y0hUs2xxjziv3MOeVe+Lrd2POgYygg2egBkhxoU9GgC+2RBn9wHK21FkGZQd47eQeGnog0gnoW9hJOI4hHPHIzQ9R0ivCSTN6ce4Pyth3/1wlB5LZ4sXxh4iIiHRatqaG6He/S92BB+I/8wxUVsbfqKuD1at3aO/OnRuvUBAK4V53XeN9vf12fDuAQADvhhv2OL6ZQzL472kl3Dkhn6DbcXfaJ/WK8JOTLm+0buR+FzLlqS9ZviXazFY7Sg86/PHIfNIDBscY9i0I8KePtrCh2qcqalmyqY5XVlS3dfidxsWvrCf0608YOu8Lvqxo+ecmkgjqQdAO0tI9MrODZOUE48vs+DIc8UgNx6sIpKS6Dc9Twx4pKZpYcK/0//5ffDl/fkLDEBERkebFrrsO/+67oboaQiFITY2XFBwzBvr02aG9e845OKeeGm+TltboPefii/EvvhiMwZk1q6NOYbctWl/L+uoYBxam7NDN//qDsjnrrsYJghl3XsmFJ1zGhurVvHryTiY8/Jo/fLCFrXUWC8z++zr+MDGfkGuIRi2+hZ4Ze+dlyUcbarn9/c3U+rB4Yx3XvrWJm8fnJToskWbtnd/E3eR6hlDIJRhyCIachucpqS6RtEDDBX0kzWu42I+keaRGvIYKAhmZAQIBdcwQERERSRorVmyrJuC6eC+8AOnpmMGDMU7Tv+tMRtOTAnrnnos94ghsVRVm2LDdCue9tTW8vqqGiaWp9MtquirB059UsGhDHdMHROiZ0Xzlgq9b8GU1jyypYFxRChuqY5zzj/W4Bg4rTuXJKd23NbQW96ILKZt3BzXfPZ+Uvudz82M/bxhq8OuZP23VOdntn1s4sW+E9dU+/1hexewhGQzcS3vMpngGW3/yroGIrhOkk9urEgR1dT4b19ewYV0NG9bXsmFtDRs31FBVGaO2xqemOkZNTfz54H2yuP7O/QiluPXJAEeT/4mIiIh0Qe4PfoD/+OOwfj3mhBMwY8diWjHG/utM//7s7tbvrKlh3MMrscQvKBeeVrxDAmDeh1s456V11PqWa9/exLIzSkkP7vp37CfldRz26Coqo5bb/ruZoohLVTR+9frsskqqoj6pntOoWsH/HTmLi4d8H6cmXs0AYM4r9zClTxhm/qbFcxH85tA8pjz5JWurYtx6aC4pAYfvjcjkeyN2PqfCss113PpuOcVpHuePyCTQgUMs2kKvjAC/OjSXuf/exPD8IJeMzkp0SCI7tdckCKy11NX6RNLid/hLekV22t71HHXrFxERERFM374EVq6Eysodhgx0tJeXVxH1LbU+pAcMC1bX7JAgePGLKirqL+xrY5ZPy+vYJ3/XZQMXra/lq+vrmpilW9hlRUWM2pilJN0jxTWNkgOPfmM2Mydeiq0BF3CN4eITLuPI0lQG33M7ZAZaPGFhv6wAi2aU7LLdw0u2MuuFtaR4hse+0Y1pz65hbWWMkGdYWRHjxkOSr7z3WUMzOGtoG5WhFGlne02CwJj4JH8iIiIiIq1lHAcSnBwAmFCSSsAxBNz4dffY7juWRzx1YBoPL6nANdA94ra4e/64olSyQg7GxCsw/HZCHq+urGF1ZZT/NzQj3uthu1KGd4z7ASyPD70IuIbVZ5XiOYawdxvkBuPtoNVVDXZm1gtr2Vpn2VpnOfvFdayvjuEDVVHLgtV770SGIp2FrqhF2tNllyU6AhERkS7HbthAdPp07JIluFdfjTtjRqJDarF98kO8dUoRC1bXcGhRKsXpO/5cP6JnmLdOKWLppjoOK04l5LXs4jwz5LDo9BLeWVvDoOwgBWGXIbn1PQ+26znwVSnDOzZFOeHpL1lX7XP7YblkhLbrfXvzzfFlGycJUlzD1jqLIV794NjeYZ7/rAof+MEodc8XaW9KEIi0p4kTEx2BiIhIlxO77DLsyy9DXR2xs8/GOeooTEFBosNqkUeXbOW5ZVVM6x+hdCcz+5flBCnLaf3EfmlBh0OKUrHW8saqagKOYVS3EPg+bNjQkBzAGPpnB1h4ejPDAozZliTYsCG+vbvnw3efOLY7Z724lkjA4U+TCuib5fHe2lryUl1KmkiWiEjb0rdMpD395z/x5YgRiY1DRESkK6mqil+wfiWaHLXn5y+vYsbza6mMWuZ9tIVUz1AY8XhqSvdmqxnsrvPnr+ePi7ZggYtHZnLV2Bz44x/BcVreE+CrJMFOkgMx3/JJeZQeaW6LZvA/sEcKH3wtKbFvwa7nVxCRtqFp+0Xa05w58YeIiIh0GPfqq2HAAAiHcS6/HNOjR6JDapEP1tfi15fEq/WhvNayeGMd5/1jXZsf654Pt1ARtVRGLXcu3BJf6bqtHyZgTLPJgdqY5cCHVjLi/uWU3P05SzbW7WHUItLelCAQERERkb2KKSkhuGgRzsUX4197LXVjxmDXr090WLt0Qt8I6UFDWmDbRboB9qSyn28t1tod1o8sCBFyIMWFMd3b5w79gi9rWLShlsqoZVONz6/fK69PguwYj4h0Dl12iMHHH3/Mfffdl+gwZC83c9kyAO658srEBrKHjDFMnjyZMWPGJDoUERHZi9jqavA8jNf2P0nt4sX4118PVVXYd98lNncu3vXXt/lx2lKPNI9PZpayZFMdizbU8sNXN1CQ6nLbYXm7tb8739/Md+evI+w5PHtcdw7ssa0iwtNTunPHf8sJOIbv7NM+JfhK0t2GHhEhF+5cuJm7P9jC2MIQz59QiNNGlQ9EpO102QRBeXk577zzTqLDkL3ctC3xLnvJ/P9aZmYmY8eOVXJARETaVPT66/F//GMIhfCeew5n3Li2PYDrxmfmh3g3+HZIQrSHtKDDvgUh9i0Iceqg9N3ej28t35u/jjofymt9vjt/He98q7jh/fSgww9HZ7dFyM3qmRHgqSnd+e37m1m6qZZ319YBltdX1fC/TVH6Z7ftvAoisueS419KEelwnudxzTXXUFZWhlGGX0RE2pCNRuPJgWgUolFiF12Es2BBmx7D9OuHc801+Ndfjxk2DPeSS9p0/52dAcIBh9oaH9dAbkpiRhYfXpLK4SWpzP33JhZv3Ehl1OI50C285xUPRKTtKUEg0o7+b9CgRIfQYq7rcsQRRzB48GB69+5NcXExXpLcbRERkSTjupCeDhs3xu/sFxa2y2G8Cy+ECy9sl30n0j9XVPGLf2+iLCfILw/MIeTtmMg3xvDccd353vx15KS4/OGI/AREus0PRmUScOCDDbWcPyKTjJCmQhPpjPTrX6QdfZSTk+gQWiQYDHLVVVcxdOjQRIciIiJdgDEG7/nniV10EeTn491xR6JDShrlNT6TH/+Siqhl/vJqUl245qDcJtseUJjCv08pbvK9juY6hotGZbXJvupilpvfLWfZ5jrm7JvJgOxgm+xXRJQgEGlXgzZsADp3omDOnDmMHTuWcDic6FBERKQLcUaPxnn55USHkXQ21sSI1U+tUB2z/K88mtiAEuDy1zfwq/c2Ux21PLSkgpVn9iS4J6UeRKSB+vaItKMZH33EjI8+SnQYTcrIyODkk09mwoQJSg6IiIh0MnUxy7kvrWX4fcu5a+HmhvU90z0OK04h4EBm0HDJfm1zV35nKup8/rqskv9tqmvy/fnLq+h25zK63bmMf3xR1e7xvL2mhqqoxQJban021fjtfkyRrkI9CES6iJNOOom+fftSWFhI9+7dlRQQERHpxH63cDP3fLiVqqjl/JfXc1CPFMpygtz23mZeXlFNwIGJJamMyA+1axw1Ucu+9y/ny4p4z4Xnju/OIUWpjdrM+Nsa1lTFL9JP/9salp/Zs11junhUFq+tWo0BJpSkkp+qe54ibUUJApG9VHp6OiNGjGDAgAEMHDiQsrKyRIckIiIiLbSuKkZd/VgCx9Bwl/y2/26mMhpf/9j/KrHWtmu1oQ821LKqIsbWuvgx//Th1h0SBAFn2/E7oqv/pJ5hls4sYW1ljKF5QVVbEmlDShCI7CUyMzMpLCyksLCQ0tJSJk+eTCQSSXRYIiIishvO3SeT+xdvZemmKN/oFWZM93hPgUOKUvhsS5SobxmUHWj3i+M+mR6eY3CNJeQaxhen7NDmoaO7cfrf1mCBeZMK2jWerxRGPAojupQRaWv6VokkqfT0dPLz85k8eTKHHHKIhgyIiEiXEXv0UewTT2COPx73xBMTHU67KAi7fPztUqK+xdvuDv1vDs1jeF6QTTU+/29YRrvHkRVyeeubRTzw8VaG5QY5ru+ONx9GdQuxaEZJu8ciIu1PCQKRdvT7IUP2eB+RSITx48czcOBA8vLyGh7BoEr6iEhyMMacBPwUKAP2t9a+td17lwKzgRhwvrX2b01snwM8CPQClgEnW2s3tnvg0in5r71GbMYMqKyERx/FdO+Oc+CBiQ6r3WyfHAAIuIZzh2d2aAx9swJctn92hx5TRBJDCQKRdvRp5u79AQ8GgwwaNIgJEyZw8MEHKxkgIsluIXAi8LvtVxpjBgPfBIYAPYC/G2MGWGtjX9v+EuBFa+1cY8wl9a9/1P5hS2dkFy/e8fVenCBoL9ZaFm+sIzvk0E1d9UWknv41EGlHw9euBeC9/PwWtZ8wYQJHHXUU/fr1w/P09RSRvYO19kOgqbHSxwF/ttbWAJ8aY5YC+wOvN9Hu0Prn9wLzUYKgy3KOPZbYZZeB40BmJs6xxyY6pKR06l/X8MQnlVjg0W90Y3IvDVUUEUi6miB//etfGThwIP369WPu3LmJDkdkp6YvWcL0JUt22c5xHI444gjmzJnDoEGDlBwQka6iCPhiu9fL69d9XTdr7SqA+mXHzIImnZLJyyOwdCnea68RWLIEk5eX6JCSTnmNz8NLK6iMWqqilrn/3pTokESkk0iqq5BYLMZ5553HCy+8QHFxMfvttx9Tpkxh8ODBiQ5NpNVc12XIkCGMHTuWgw46iOxsje0TkeRljPk70L2Jt35irX2iuc2aWGf3MI6zgbMBSktL92RX0omZ1FTMsGGJDiNpRQKGrKDD+mqfkGsYnq+hjCISl1QJggULFtCvXz/69OkDwDe/+U2eeOIJJQgk6Rx33HGceOKJ5OTkJDoUEZE2Ya2duBubLQe2n/q8GFjZRLvVxphCa+0qY0whsGYncdwJ3AkwevToPUo2iOytPMfwr5N7cN3b5ZSmefxodFaiQxKRTiKphhisWLGCkpJtvyOKi4tZsWJFAiMSab2TTjqJM888U8kBERF4EvimMSZkjOkN9AcWNNPu2/XPvw001yNBRFpoQHaQuybmc8UB2YS8pjrziEhXlFQ9CKzd8UZAExMeiXRKBx98MFOmTKGsrCzRoYiIdChjzAnAr4F84BljzH+stZOstR8YYx4CFgFR4LyvKhgYY+4CfltfEnEu8JAxZjbwOXBSQk5ERERkL5dUCYLi4mK++GLbXEbLly+nR48eCYxIujLHcUhPTyccDhMOh4lEIjs8X3XkkaSmpvLDgQMZPXo0qampiQ5bRKTDWWsfAx5r5r1rgGuaWH/mds/XAxPaLUAREREBkixBsN9++7FkyRI+/fRTioqK+POf/8z999+f6LCkC/E8j/z8fAoKCjjiiCMYP358okMSERERERFpE0mVIPA8j9/85jdMmjSJWCzGrFmzGDJkSKLDkr1UJBJhyJAh7LPPPvTv35+CggJyc3NbN6zlqafiS9VoFhERERGRTi6pEgQARx99NEcffXSiw5C91NSpUxkwYAB9+vShW7duez7HxY03xpdKEIiIiMjXrKuK8c3nVvO/8ijXHJjNtwamJzokEeniki5BINKWQqEQAwYMYODAgQwePJj99tsv0SGJiIhIF/HDV9fz8opqoj7MemEtk3uGyU5xEx2WiHRhShBIl5KamkqfPn3o378/I0eOZOjQoQQCgUSHJSIiIl1QVdTi+/Hn1kLUT2w8IiJKEMheyxhDQUEBQ4YMYdiwYZSVldGjRw+VxhQREZFO4ZcH5fDOmhqWb43x0wOyyA+r94CIJJYSBLJXKS0tZcqUKfTs2ZOePXuqrKCIiIh0Wr0yAiz+dmm77HvZ5jrO+8c6fAu/PjSPflnqMSkiu6YEgSS1lJSUhkkFe/fuzdChQykoKEh0WNvMm5foCERERKQLOvHp1by3thYLTHnySxbNKEl0SCKSBJQgkKQSiUTo06cP/fr1Y8SIEQwbNqxzzyFQoj/GIiIi0vG+rIjx1ZQGa6piCY1FRJKHEgTS6YXDYcaMGcOJJ55Iz549k2sOgQcfjC+nT09sHCIiItKl3DI+lxnPr8FauOWQ3ESHIyJJQgkC6ZRycnI45ZRTKCsro7S0NLmSAtu74474UgkCERER6UAnD0jjuD4RAEJekv6OEpEOpwSBdBrBYJCcnBz69evHd77zHTIzMxMdkoiIiEin9eaX1SxaX8c3eocpaKICghIDItJaShBIh8rMzKR///7069ePHj16kJOT0/CIRCKJDk9EREQkKTzzaSUnP7sagB+/5rDk2yWkBZ0ERyUiyU4JAmlz6enpFBQU0K1bN3r06EFhYSGFhYUUFRWRk5OT6PBEREREkt6Tn1RQGbUAuMbno411jO4WSnBUIpLslCCQPZKVlcW0adMoLS0lPz+f/Px8QiH9cRIRERFpT8f2DvOnj7YCEA44DMruxFWdRCRpKEEgLeZ5HuFwmEgk0rA866yz6NWrV6JD67weeSTREYiIiMhe6Jg+EV48sZAP1tdyTO+whheISJtQgkDwPI+SkhJ69+5N7969yc/Pb5QE+GoZDAYTHWryyctLdAQiIiKylzqgMIUDClMSHYaI7EWUINjLGWNITU0lLS2t4ZGenk5xcTE9e/aktLSUoqIiPE//K7SLe+6JL2fOTGQUIiIiIiIiu6SrwiTnui69e/emrKyM/v37k52dTSQSaUgGRCIRHEddzhJGCQIREREREUkSShB0YuFwmBEjRpCbm0tmZiYZGRk7LNPT05UAEBERERERkT2mBEECBYNBcnJyyM7OJjs7m6ysrIbX3bp1Y8iQIer6LyIiIiIiIh1CV58dxBhD7969GTRoEAMGDKB///6UlJRgjEl0aCIiIiIiIiJKELQ3z/OYPHkyp512GuFwONHhiIiIiIiIiDRJCYJmhEIhwuFwwyM1NbXR6+bWfX19IBBI9KlIIj37bKIjEBERERERaZEumyAYNGgQc+fOBcBxnB0u9jXxn7QJ9RoREREREZEk0WUTBOnp6QwZMiTRYcje7vbb48tzz01sHCIiIiIiIrug2+Qi7emhh+IPERERERGRTk4JAhERERERERFRgkBERERERERElCAQEREREREREZQgEBERERERERHAWGvbfqfGbAEWt/mO214esC7RQewl9Fm2HX2WbUefZdvRZ9l2Blpr0xMdRFdgjFkLfJboOLbTlb9HXfXcdd5di867a0n28+5prc3/+sr2KnO42Fo7up323WaMMW8lQ5zJQJ9l29Fn2Xb0WbYdfZZtxxjzVqJj6Cqa+uGTSF35e9RVz13n3bXovLuWvfW8NcRARERERERERJQgEBEREREREZH2SxDc2U77bWvJEmcy0GfZdvRZth19lm1Hn2Xb0WfZdXXl//Zd9dx13l2Lzrtr2SvPu10mKRQRERERERGR5KIhBiIiIiIiIiLSNgkCY0yOMeYFY8yS+mV2M+3+YIxZY4xZ2BbHbWFsRxljFhtjlhpjLmnifWOM+VX9+/81xozsqNiSTQs+y1PrP8P/GmNeM8YMT0ScyWBXn+V27fYzxsSMMdM6Mr5k0pLP0hhzqPn/7d17vFVlncfxzzdAREEsQcVLwhBm4oUSvA0oXsJ0GsUR0rKQYuollUoN5ajJkPQqFcppdIxSeaFFmhcwlVEgEnFUBJXL4eJthFESJS/piIYCv/njeXYsNmvtvc5hn73d+/zer9d6nbXWXutZv/WsvffzO8+6bGmJpBWSHqp2jPUix2e8q6R7JS2NdfnVWsRZD8q1d972tC2ShsfPzBZJ/RPzPyvpSUlN8e+JtYyz0rL2O752SXz/PyPplFrF2Nok9ZO0ILZBT0g6stYxVYukC+LxXSHp6lrHU02SxkoySd1qHUu1SJoo6enYps2QtHutY2otP9HXFAAADvZJREFUefP4elWpKwj+FZhrZn2AuXE6zVTgcxXaZlmS2gH/CZwKHAx8UdLBRYudCvSJwzeAX1QrvnqSsy5XA8eb2WHABBr0vpwdlbMuC8tdBcyqboT1I09dxgbqeuB0M+sLDK96oHUg5/vyW8BKMzscGAz8VNJOVQ20fkyldHvnbU/bshz4J2B+0fzXgH80s0OB84BfVzuwVpa63/G75RygL+Fzcn38DmpEVwM/NLN+wLg43fAknQCcARwW295JNQ6paiTtD3wWeLHWsVTZHOCQ+H/As8AlNY6nVeTN4+tZpToIzgBujuM3A0PTFjKz+cAbFdpmHkcCz5vZC2b2PnAbIdakM4BbLFgA7C6pRxVjrBdl69LMHjWzN+PkAmC/KsdYL/K8LwEuAO4C1lczuDqTpy6/BEw3sxcBzMzrM12eujSgiyQBnQnf55uqG2Z9yNHeedvThpjZKjN7JmX+YjN7OU6uAHaW1LG60bWerP0mvP9vM7ONZrYaeJ7wHdSIDNgtjncFXi6xbCMZDVxpZhuhzbW91wDfJxz7NsPMZptZISdo5P8D8ubxdatSHQR7mdk6gPh3zwqVu6P2BV5KTK+N85q7jGt+PY0C7m/ViOpX2bqUtC9wJjC5inHVozzvywOBj0qaFy/hHVG16OpLnrq8DvgUIcFtAi4ysy3VCa/heNvjip0FLC78Q9Xg2tL7fwwwUdJLhLPoDXlWNcWBwCBJj0t6SNKAWgdUDZJOB/5kZktrHUuNfY3G/T+g4b+/2uddUNIfgL1TXrqscuFUnFLmFffm5VnGNaOe4mVlo4CBrRpR/cpTl/8OXGxmm8PJWpchT122B44ATgI6AY9JWmBmz7Z2cHUmT12eAiwBTgR6A3MkPWxmb7d2cA3I254GUypPMrPfl1m3L+GWsiGtEVtrauF+N9T7v0yOfBLwHTO7S9IXgJuAk6sZX2sps9/tgY8CRwMDgNsl/Z01wM+nldnvS6nDz3FeeT7vki4jXF04rZqxVVFDfX+lyd1BYGaZX2aSXpXUw8zWxUskPyyXEa0F9k9M78f2l3blWcblrCdJhwE3Aqea2etViq3e5KnL/sBtsXOgG3CapE1mdnd1QqwbeT/jr5nZBmCDpPnA4YT749xWeeryq4RLRg14XtJq4CBgYXVCbCje9jSYUnlSKZL2A2YAI8zsfyobVetr4X431Pu/TI58C3BRnLyDkCM1hDL7PZpwe58BCyVtIeQzf65WfK0la78lHQr0ApbG/G0/4ClJR5rZK1UMsdWU+7xLOg/4PHBSI3QGZWio7680lbrF4B7Cw3WIf0v2lFfRIqCPpF7xQVrnEGJNugcYEZ8ofTTwVuF2CbeNsnUp6ePAdOArfna2pLJ1aWa9zKynmfUE7gS+6Z0DqfJ8xn9PuMyxvaRdgKOAVVWOsx7kqcsXCWfDkLQX8EnghapG2Ti87XGFh6jOBC4xs0dqHU8V3QOcI6mjpF6Eh3U2akfjy8DxcfxE4LkaxlJNdxP2F0kHAjsRHsrZsMysycz2TORva4HPNErnQDmSPgdcTHgo9Lu1jqcV5cmX6lruKwjKuJJw6dAoQgI5HEDSPsCNZnZanL6V8OTrbpLWAv9mZjdVKIbtmNkmSd8mPAW+HTDFzFZIOj++Phn4L+A0wgNy3iWcIXNFctblOGAPwtOIATaZWf+sMtuqnHXpcshTl2a2StIDwDJgC+E7qWo/tVovcr4vJwBTJTURLrG72MwaOuFrqbT2DugA3va0RZLOBK4FugMzJS0xs1OAbwOfAC6XdHlcfEijPNAta7/jd8vtwErCpcjfMrPNtYy1FX0d+Lmk9sBfCb9a0hZMAaYo/NTr+8B5DXxG2QXXAR0Jtx8CLDCz82sbUuVl5Us1Dqui5J9V55xzzjnnnHPOVeoWA+ecc84555xzztUx7yBwzjnnnHPOOeecdxA455xzzjnnnHPOOwicc84555xzzjmHdxA455xzzjnnnHMO7yBwH3KS9pC0JA6vSPpTHP+LpJUV3tY+ku6M44Ml3RfHx0saW8ltpWx7qKSDE9Mj48+EVp2k4ZJWSXowTt8qaZmk70i6QtLJJdbtL+k/dmDbl7Z03ZSy1kjqVqnynHPOtV2SNifykSWSeragjG3a+kYjaZCkFbF+OrWwjEsT4z3jzyS2NJ6DJD0maWOePE7SGEm7ZLy2Q/tWyfzGudbmHQTuQ83MXjezfmbWD5gMXBPH+xF+076S23rZzIZVssxmGAokk4aRQE06CIBRwDfN7ARJewPHmtlhZnaNmY0zsz9krWhmT5jZhTuwbW9AnXPOfRi9V8hH4rCmBWUUt/VlSWrfgu3UyrnApFg/75VbWFK7lNmVzAPeAC4EJuVcfgyQ2kFAM/ctRbP3q86OvWsg3kHg6lk7STfEHt3ZhR5dSb0lPSDpSUkPSzqoeEVJxyfOAiyW1KVMT/XBkuZJekHShYlyvitpeRzGxHnblCNprKTxWbFJOhY4HZgY47kY6A9MK/RUSzpC0kNxvVmSeqTs016SZkhaGodjs2KM878saWHcxi8ltZM0DhgITJY0EZgN7BmXGSRpqqRhcf0Bkh6N21oY6zB55cWukqZIWhTr+Iw4f6Sk6bEenpN0dZx/JdApbmta0b6NLiyXKOPaOH53rJcVkr6RUi/NOh5x/vBYX0slzc94TzjnnGvDstpmSV+Pbd9SSXdJ2iWlre8d84r+cZ1uktbE8ZGS7pB0LzA7qz0tiqWHpPmx7OWSBsX570j6qaSnJM2V1D0rxjg/K5fYLmco2v4/A18AxkmapmBijKVJ0tlxucGSHpT0W6CpqIy0PKDFuZ6ZrTezRcAHRdvZVdLMuH/LJZ2tkNvtAzyoeAVl1r7Fed+L9bdM0g8Ty26XkxTvV5m8ZJ6kH0t6CLgo6z3mXKsyMx98qIsBGA+MjeM9gU1Avzh9O/DlOD4X6BPHjwL+mFLWvcDfx/HOQPtY5vI4bzBwX2K7jwIdgW7A60AH4AhC47ZrLGMF8OlkOXH9scD4UrEBU4FhiXXmAf3jeIe4/e5x+mxgSso+/Q4YE8fbAV1LxPipWAcd4vLXAyNStl28L1OBYcBOwAvAgDh/t1iHyXr7ceKY7A48G+MYGdftCuwM/C+wf1zunYxj3x14PjF9PzAwjn8s/u0ELAf2iNNr4vFqyfFoAvYtxF7r974PPvjggw+1HYDNwJI4zCjVNhfaoTj+I+CCOF6qre8GrInjI4G1ifYttT0tiu9fgMvieDugSxw34Nw4Pg64rkyMablEZs5QFMPf9g84C5gTy9gLeBHoQcgTNgC9Mur5ncR4T3Yg10uUM56YPyZiuyEx3TX+XQN0yygjuW9DgF8BIpxsvQ84Lr6WlZMU71dWXjIPuD6O58r/fPCh0oNfuuLq2WozWxLHnwR6SuoMHAvcIamwXMeUdR8BfhZ7gqeb2drE8mlmmtlGYKOk9YTGbiAww8w2AEiaDgwC7kkroBmxFfskcAgwJ67XDliXstyJwAgAM9sMvCUpK8YthM6DRbHMTsD6HLEkY1pnoWceM3s7lp9cZghwurbe97cz8PE4PtfM3orrrAQOAF7K2piZ/Vnh6o2jgefi9h+JL18o6cw4vj/Qh9CJU1KZ4/EIMFXS7cD0cmU555xreO9ZuMURAEmHkN02HyLpR4R/5jsDs1qwvTlm9kYcz2pPVyWWXwRMkdQBuDuRH20h/NMP8Bu2tmlZMablEl+h+TnDQODWWMar8Yz4AOBtYKGZrc5XDTuU62VpAiZJuopwUuPhZqwL4XgMARbH6c6E3GM+LcxJihSOV978z7mK8g4CV882JsY3ExqsjwB/STbiaczsSkkzgdOABQoP3vtrM7bVntBznGYT296+s3P8myu2FAJWmNkxzVyvsG7W/JvN7JIWlFlY33Isc5aZPbPNTOko0uuznN8RLvF7mtDpYZIGAycDx5jZu5LmsbW+C5p9PMzs/BjnPwBLJPUzs+Y28M455xpXqbZ5KjDUzJZKGkk4a54m2T4Vt10bira1XXuaZGbzJR1HaLd+LWmimd2StmgzYyxsv7k5Q6mzLhtKvFasxbleFjN7VtIRhBzwJ5Jmm9kVzShCwE/M7JfbzMyXk0B2XlJQqJ8dyf+cazF/BoFrKPFM9mpJwwHiPXCHFy8nqbeZNZnZVcATwHb3ruUwHxiqcG/hrsCZwMPAq4T79veQ1BH4fI7Y/g/okig7Of0M0F3SMXG9DpL6psQzFxgdl2knabcSMc4FhknaMy7/MUkHNGPfnwb2kTQgrt9F2z9MZxZwgWK3t6RP5yj3g3j2I810wgOevsjW3vWuwJuxIT4IODplvWYfj/j+eNzMxgGvEc4COOeccwWl2uYuwLrYnp2bWKe4rV9DODMP4fa9LGXb09iGrzezG4CbgM/Elz6SKPtLwH+XiTEtl2hJzjAfODuW0R04DlhYZh0onQcA+XO9LAq/EvWumf2G8ADDQl0VH58ss4CvxSsZkLRvrJtSOUlyv1LzkhR58z/nKso7CFwjOhcYJWkp4Z777R7mA4xRfAgd8B7hnvZmMbOnCD3wC4HHgRvNbLGZfQBcEefdR/hnulxstwHfU3j4UO9Y7mRJSwiXlA0DrorrLSFcWlfsIuAESU2Ey/D6lohxJfADwsOPlhHuE8z94Bsze59wL9y1MaY5bN8DPoFw/9wyhYfxTMhR9K/i8tOKXzCzN4GVwAFmVkgyHgDax32YACxIWa8lx2OiwkOVlhOSnKU5YnfOOddGxHYwq22+nNDmzGHbNqe4rZ8EjJb0KOEZBFnytKeDCVe8LSbcY//zOH8D0FfSk4TbBwpnyrNiTMslWpIzzACWEdrPPwLfN7NXyqwDJfKAImVzPUl7S1oLfBf4gaS1scPjUGBhzLEuIzyDobDt+1X0kMJiZjYb+C3wWKynOwkdC6Vykr/tV5m8JLmdUu8x51qNzMpdJeycc84555yrN5LeMbPOtY7DOVc//AoC55xzzjnnnHPO+RUEzjnnnHPOOeec8ysInHPOOeecc845h3cQOOecc84555xzDu8gcM4555xzzjnnHN5B4JxzzjnnnHPOObyDwDnnnHPOOeecc3gHgXPOOeecc84554D/BwD5vtUG7HKCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for n_clusters in [2,3,4,5,6,7]:\n",
    "    n_clusters = n_clusters\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "    fig.set_size_inches(18, 7)\n",
    "    ax1.set_xlim([-0.1, 1])\n",
    "    ax1.set_ylim([0, x.shape[0] + (n_clusters + 1) * 10])\n",
    "    \n",
    "    clusterer = KMeans(n_clusters=n_clusters, random_state=10).fit(x)\n",
    "    cluster_labels = clusterer.labels_\n",
    "    silhouette_avg = silhouette_score(x, cluster_labels)\n",
    "    print(\"For n_clusters =\", n_clusters,\"The average silhouette_score is :\", silhouette_avg)\n",
    "    \n",
    "    y_lower = 10\n",
    "    for i in range(n_clusters):\n",
    "        sample_silhouette_values = silhouette_samples(x, cluster_labels)\n",
    "        ith_cluster_silhouette_values = sample_silhouette_values[cluster_labels == i]\n",
    "        ith_cluster_silhouette_values.sort()\n",
    "        size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
    "        y_upper = y_lower + size_cluster_i\n",
    "        color = cm.nipy_spectral(float(i)/n_clusters)\n",
    "        ax1.fill_betweenx(np.arange(y_lower, y_upper)\n",
    "                        ,ith_cluster_silhouette_values\n",
    "                        ,facecolor=color\n",
    "                        ,alpha=0.7\n",
    "                        )\n",
    "        ax1.text(-0.05\n",
    "                , y_lower + 0.5 * size_cluster_i\n",
    "                , str(i))\n",
    "        y_lower = y_upper + 10\n",
    "    ax1.set_title(\"The silhouette plot for the various clusters.\")\n",
    "    ax1.set_xlabel(\"The silhouette coefficient values\")\n",
    "    ax1.set_ylabel(\"Cluster label\")\n",
    "    ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n",
    "    ax1.set_yticks([])\n",
    "    ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])\n",
    "    \n",
    "    colors = cm.nipy_spectral(cluster_labels.astype(float) / n_clusters)\n",
    "    ax2.scatter(x[:, 0], x[:, 1]\n",
    "                ,marker='o'\n",
    "                ,s=8\n",
    "                ,c=colors\n",
    "                )\n",
    "    centers = clusterer.cluster_centers_\n",
    "    # Draw white circles at cluster centers\n",
    "    ax2.scatter(centers[:, 0], centers[:, 1], marker='x',c=\"red\", alpha=1, s=200)\n",
    "    \n",
    "    ax2.set_title(\"The visualization of the clustered data.\")\n",
    "    ax2.set_xlabel(\"Feature space for the 1st feature\")\n",
    "    ax2.set_ylabel(\"Feature space for the 2nd feature\")\n",
    "    \n",
    "    plt.suptitle((\"Silhouette analysis for KMeans clustering on sample data \"\"with n_clusters = %d\" % n_clusters),fontsize=14, fontweight='bold')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 初始质心选择\n",
    "\n",
    "- init:可输入\"k-means++\",\"random\"或者一个n维数组。这是初始化质心的方法,默认\"k-means++\"。输入\"k-means++\":一种为K均值聚类选择初始聚类中心的聪明的办法,以加速收敛。如果输入了n维数组,数组的形状应该是(n_clusters,n_features)并给出初始质心。\n",
    "- random_state:控制每次质心随机初始化的随机数种子\n",
    "- n_init:整数,默认10,使用不同的质心随机初始化的种子来运行k-means算法的次数。最终结果会是基于Inertia来计算的n_init次连续运行后的最佳输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plus = KMeans(n_clusters=10).fit(x)\n",
    "plus.n_iter_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 迭代次数\n",
    "- max_iter:整数,默认300,单次运行的k-means算法的最大迭代次数\n",
    "- tol:浮点数,默认1e-4,两次迭代间Inertia下降的量,如果两次迭代之间Inertia下降的值小于tol所设定的值,迭代就会停下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3266869793678966"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random = KMeans(n_clusters = 10,init=\"random\",max_iter=10,random_state=420).fit(x)\n",
    "y_pred_max10 = random.labels_\n",
    "silhouette_score(x,y_pred_max10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3266869793678966"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random = KMeans(n_clusters = 10,init=\"random\",max_iter=50,random_state=420).fit(x)\n",
    "y_pred_max20 = random.labels_\n",
    "silhouette_score(x,y_pred_max20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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